{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 导入包，进行简单的绘图",
   "id": "b2fb8b86dcb9ec30"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T07:51:27.392273Z",
     "start_time": "2025-01-06T07:51:27.313742Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.plot([1,0,9],[4,5,6])\n",
    "plt.show()"
   ],
   "id": "71e73d6268f243b9",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 折线图的绘制",
   "id": "f530c1ed996cc923"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T07:57:08.535320Z",
     "start_time": "2025-01-06T07:57:08.460850Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x=range(1,8)  #左闭右开，一共七个数字1-7\n",
    "y=[2,10,24,14,22,19,12]\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "f16b2fe613777c24",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 折线的颜色和形状设置",
   "id": "5d22ebb615ffd000"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T08:01:46.946795Z",
     "start_time": "2025-01-06T08:01:46.871381Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x=range(1,8)\n",
    "y=[2,10,24,14,22,19,12]\n",
    "plt.plot(x,y,color='green',alpha=.5,linestyle='-.',linewidth=3)#alpha表示透明度\n",
    "plt.show()"
   ],
   "id": "f0ef4a4b66f2c2d5",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 折点的样式",
   "id": "cf9ac8a2927a061"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T08:04:07.999942Z",
     "start_time": "2025-01-06T08:04:07.920881Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x=range(1,8)\n",
    "y=[2,10,24,14,22,19,12]\n",
    "plt.plot(x,y,color='green',marker='v')#marker表示点的形状\n",
    "plt.show()"
   ],
   "id": "129fa53fb9fd9e93",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 设置图片的大小和保存",
   "id": "c79014b5874e2cee"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T08:29:24.941032Z",
     "start_time": "2025-01-06T08:29:24.598925Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import random\n",
    "x=range(2,25,2)\n",
    "y=[random.randint(15,50) for i in x] #后半句的意思是遍历x，i是用不到的，只是用来匹配x的长度，生成和x相同长度的y\n",
    "plt.figure(figsize=(20,10),dpi=100)\n",
    "# plt.savefig('./test.png')\n",
    "plt.plot(x,y)\n",
    "#保存图片一定要放在绘制的下面，并且show之后会释放图片，要在show之前保存，不然保存的是空白的\n",
    "plt.savefig('./test.png')\n",
    "plt.savefig('./图片保存处/test.png') #当前目录就是day10,不需要跳到上一级目录\n",
    "plt.savefig('./test.svg')#保存矢量图放大后不会有锯齿\n",
    "plt.show()\n"
   ],
   "id": "7df1bdd1cf10c1d0",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ],
      "image/png": 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jTPn+G8/JSrTOVbV0fwAAACD8eL1e3b3Z3/Vx84WzlBDD8/7w410uAABAhLwh+PkLh/Shn76i5u5Bzc9J1J8+dZGuKs01HQ1TzFXg3/tRUcvScwAAAISflw62WWNeY6Ps+uiFs0zHQRCh+AEAABDmegdH9JmHtusb63dpxOPV6vJ8PfaPF6k40BGA8FYWWHpO5wcAAADC0V2b/F0fHzi7SOkJ0abjIIjQAwQAABDGqlt6tPb+bdrX1COn3aZ/u3ah9TSUzbcIAhG19LyittPqAOK/PQAAAMKF7wGfFw60ymG36eNLi03HQZCh+AEAABCmnt7ZqH/+fYW6B0eUlRSjn9x0ls6ZlW46FqbZorxk682gb+F5Y9eA8lLiTEcCAAAAJsXdz/u7Pla78lSUHm86DoIMxQ8AAIAwM+L26L+f3TfW/n3urHT9341nKjs51nQ0GBAX7dD8nCTtbuhSRU0nxQ8AAACEhcOtvXqyqsE637Z8juk4CELs/AAAAAgjbT2DuvkXr40VPm65eLYe+MR5FD4i3OjS86o6lp4DAAAgPPx0S7U8XumSBVlamJdsOg6CEMUPAACAMLG9pkOrfvSCXjzQpvhoh9Xt8bVVixTl4JIv0rmK/MWPSpaeAwAAIAw0dw/oD9tqrfNauj7wDhh7BQAAEOJ8S6wfePWovrFul4bcHhVnJeieDy/RvJwk09EQJFwFqWPFD5aeAwAAINT98sXDGhrx6MwZqTpvNnsNcWIUPwAAAELYwLBb//bYDj3yhv+pp6sW5+q/3udSUmyU6WgIIgtykxTtsKuzf1hH2/s0MyPBdCQAAABgQroHhvWbV46MdX3wYA/eCcUPAACAEHW0rU9r79+mXQ1dstukL15VoluXFXPxj7eJdtq1MC9JFbWdVvcHxQ8AAACEqgdfParugRHNyUrQ5QtzTMdBEGMANAAAQAh6bk+zVv1oi1X4yEiI1v0fP0+38dQTTsJV6B99VVXH3g8AAACEpsERt+574ZB1vm3ZHNl9T4EB74DODwAAgBDi9nj1g4379cON+63PfTNuf3LTWcpLiTMdDUGurNC/9LyipsN0FAAAAGBCHn+zTs3dg8pNjtV1Z+abjoMgR/EDAAAgRHT0DemzD23X5n0t1ucfuWCmvnrtImukEfBuygOdHzvqOuXxeHlKDgAAACH3INg9z1db51sunq0Yp8N0JAQ5ih8AAAAhwHfD2rffo/ZYv2Kj7PrO9WW64axC07EQQnwzkeOiHOodcqu6tUdzs5NMRwIAAABO2bO7GlXd0qvkWKc+dN4M03EQAnhMEAAAIMj9/vUa3XDXS1bhY0Z6vB69/SIKHxg3p8Ou0oJk6+xbeg4AAACECq/Xq7s2+7s+/v6CmUqM4Zl+vDuKHwAAAEHsG+t26V//UKmhEY9WlGRr3acu1qJ8/w1sYLzKCvyjryh+AAAAIJS8Ut1u7a6Lcdr10Qtnm46DEEGJDAAAIEg9vbNRP3/xkGw26Qsr5+uTl85lTwNOS3mRf+l5ZS1LzwEAABA67t580Hp939mFykqKMR0HIYLODwAAgCDUNTCsf//jDuu8dvkcfXrFPAofOG1lBf7ix876Lg27PabjAAAAAO9qZ32nNu9rke/t0K1L55iOgxBC8QMAACAIfffJPWrqGtSsjHh9dsU803EQJmZlJCgpxqnBEY/2N/WYjgMAAAC8q3sCuz6uKcvTjIx403EQQih+AAAABJnXDrXrgVePWufv3FCm2CiH6UgIE77uobJCRl8BAAAgNNS092l9Zf1YRzwwHhQ/AAAAgsjAsFtferTSOn/wnCJdOCfTdCSEmbHiRx1LzwEAABDc7t1SLY9XWjovU6WBEa7AqaL4AQAAEER+/NwBVbf0Wkv8vnz1QtNxEIbKC1OtVzo/AAAAEMxaewb1u6011vl2uj4wARQ/AAAAgsSexi7dtemgdf7GexYrJT7KdCSE8dLzvY3dVqcRAAAAEIx+9dJha1edqzBFF8zJMB0HIYjiBwAAQBBwe7z64iNVGvF4dcWiHF1Vmms6EsJUYVqc0hOiNez2ak9jt+k4AAAAwNv0Do7o1y8fGev6sNlspiMhBFH8AAAACJKnmipqOpQU49Q3rivl4h5Txvd7a7T7o4rRVwAAAAhCv33tqDr7hzU7M0FXLObBMEwMxQ8AAADDatr79L1n9lrnL11TotyUWNOREObKA0vPK2pZeg4AAIDgMjTi0c+2HLLOty4rlsPOg2GYGIofAAAABnm9Xv3b4zvUN+TWubPS9aFzZpiOhAhQFlh6XkXxAwAAAEHmj9vr1Ng1oKykGF1/ZoHpOAhhFD8AAAAM+uP2ej2/r0XRDrvuWFMmO081YRr4lkb67G/uVt/QiOk4AAAAgMXj8eqe56ut8y0Xz1ZslMN0JIQwih8AAACGtPUM6uvrdlrnz6yYqzlZiaYjIULkJMcqJzlGHq+0s77LdBwAAADAsnFPsw4091i7EG88j654nB6KHwAAAIZ864ndOtY3rJLcJN26bI7pOIgwrsDoq0pGXwEAACBIRgLftemAdb7p/JlKjo0yHQkhjuIHAACAAZv2NuuxN+tks0l3rnEp2sllGaaXq8A/+qqytsN0FAAAAEBbDx/TG0c7rJHA/3DRLNNxEAZ4lw0AADDNegdH9G+P7bDOH7twts4o8j+BD0wnV+D3HUvPAQAAEAzu3nzQel2zpFDZybGm4yAMUPwAAACYZv/9zD7VdfSrIDVO/3TFfNNxEKHKAp0f1a296uwfNh0HAAAAEWxPY5f+sqfZ6oy/dVmx6TgIExQ/AAAAptGbR4/pFy8dss7fvr5UCTFO05EQodITolWYFmedd9bR/QEAAABz7tlcbb1eXZqr2ZkJpuMgTFD8AAAAmCZDIx59+dEqeb3S9WcW6JIF2aYjIcKVB5aeVzD6CgAAAIbUHuvTnyrqrfPa5XNMx0EYofgBAAAwTX76/EHtaey2nrj/2qpFpuMAKiv0j76qqmPpOQAAAMz42ZZDcnu8umhuhlyBh3OAyUDxAwAAYBocaO7RDzcesM7/vmqRVQABTHMFih8VNXR+AAAAYPq19w7pd1trrDNdH5hsFD8AAACmmMfj1VcerdKQ26Pl87N03Rn5piMBltLA0vO6jn619QyajgMAAIAI86uXDqt/2K3F+cm6eG6m6TgIM6dV/Ljzzjtls9n0uc99buzHBgYG9MlPflIZGRlKTEzUmjVr1NTUNBlZAQAAQtJDW2v02uF2xUc7rCXnvusnIBgkx0apOMu/ULKSpecAAACYRn1DI/rVy4fHuj54n4SgKX5s3bpV99xzj1wu13E//vnPf17r1q3Tww8/rM2bN6u+vl433HDDZGQFAAAIOU1dA7rjz7ut8z9fsUCFafGmIwHHcQW6P6pYeg4AAIBp5Bt31dE3rJkZ8bq6NNd0HIShCRU/enp6dNNNN+nee+9VWlra2I93dnbqvvvu0//8z//osssu05IlS/SLX/xCL730kl555ZUT/lqDg4Pq6uo67gMAACBc/Psfd6h7cETlRam6+cJZpuMAbzO6VLKylqXnAAAAmB7Dbo+16NznE0uL5XSwnQGTb0K/q3xjra699lqtXLnyuB/ftm2bhoeHj/vxkpISzZgxQy+//PIJf6077rhDKSkpYx9FRUUTiQQAABB0ntrRoKd3Nslpt+m7a8rksNPGjeBdel5J5wcAAACmybqKemvvXGZitP5uSaHpOAhT4y5+PPTQQ3rjjTesosXfamxsVHR0tFJT/U+PjcrJybG+diJf/vKXrY6R0Y+amprxRgIAAAg6nf3D+tofd1rn2y+Zo5LcZNORgBNanJ8iX12uuXtQjZ0DpuMAAAAgzHm9Xt2zudo6f+yi2YqNcpiOhDDlHM9P9hUmPvvZz+rZZ59VbGzspASIiYmxPgAAAMLJnU/uVkv3oLVM+pOXzjUdB3hHcdEOzc9J0p7Gbmv0VW4K85YBAAAwdZ7b26y9Td1KjHHqw+fPNB0HYWxcnR++sVbNzc0666yz5HQ6rQ/fUvMf/vCH1tnX4TE0NKSOjuPnBTc1NSk3lzdRAAAgMrx8sE2/fc3fzXrnDS6eZELIjL6qqmP0FQAAAKbW3Zv8XR83njdDKXFRpuMgjI2r+LFixQpVVVVp+/btYx9nn322tfx89BwVFaWNGzeO/TV79+7V0aNHdcEFF0xFfgAAgKAyMOzWVx6rGruYP3d2uulIwLsqCyw9r2DvBwAAAKbQtiPteu1wu6IcNv3DRbNNx0GYG9fYq6SkJJWWlh73YwkJCcrIyBj78VtuuUVf+MIXlJ6eruTkZH3605+2Ch/nn3/+5CYHAAAIQj/cuF+HWnuVnRSjL11dYjoOcErKRzs/ajusGcw2m810JAAAAIShuwJdH9efWaDclMlZqwBMSvHjVPzv//6v7Ha71qxZo8HBQV155ZX6yU9+Mtl/GwAAgKCzq75L9zzvv5j/5ntLlRxLCzdCw4LcJOvpu2N9w6o91q+i9HjTkQAAABBm9jd1a8PuJvmes7l12RzTcRABTrv4sWnTpuM+9y1C//GPf2x9AAAARIoRt0dferRSbo9XV5fm6srF7DtD6IhxOrQwL1mVtZ3WB8UPAAAATLbRB8WuWJSjudmJpuMgAoxr5wcAAABO7JcvHbZuGifFOvX19yw2HQcYt7IC/+irytoO01EAAAAQZuo7+vX4m3XWee1yuj4wPSh+AAAAnKajbX363jN7rfO/XbNQ2cnMrkXocQX2fviKeAAAAMBkuu+FQxrxeHXe7HSdOSPNdBxECIofAAAAp8G3HPrfHq/SwLBH5xen6wPnFJmOBEyIqzDVet1R1ymPx2s6DgAAAMJER9+QfvvaUet8+yV0fWD6UPwAAAA4DY++Uact+1sV7bTrjhtcsvm29wEhaF52omKj7OoeHNGhtl7TcQAAABAmfvPyEfUNua0dc8vnZ5mOgwhC8QMAAGCCWnsG9c0ndlnnz62cp9mZCaYjARPmdNi1OJ+9HwAAAJg8/UNu/eKlw9Z57fJiHhbDtKL4AQAAMEHfWLdLHX3D1hNMn1habDoOMIlLz9n7AQAAgNP38LYatfcOqTAtTteW5ZmOgwhD8QMAAGAC/rKnSX+qqJfdJn13TZmiHFxWIfSVF1H8AAAAwOQYcXv00+errfOty4qtTmNgOvE7DgAAYJx6Bkf01cd2WOdbLp49tigaCHVlBf7fyzvrO603qwAAAMBEPVHVoNpj/UpPiNb7lhSZjoMIRPEDAABgnL739F7Vdw6oKD1On798vuk4wKQpzkxQYoxTA8Me7W/uMR0HAAAAIcrr9eruzf6uj49eOEtx0Q7TkRCBKH4AAACMw7Yjx/Srl/0L+75zfZnio52mIwGTxm63qbQg2TpXMfoKAAAAE7R5X4t2N3QpPtqhj1ww03QcRCiKHwAAAKdoaMSjLz1SKa9XWnNWoZbOyzIdCZh05YExbhW1HaajAAAAIETdvfmg9fqhc2coNT7adBxEKIofAAAAp+iuTQetUUAZCdH66rULTccBpkRZoX/peVUdnR8AAAAYvzePHtMr1e1y2m3WjkTAFIofAAAAp2B/U7f+77n91vk/3rNYaQk8vYTw7vzwjSkYHHGbjgMAAIAQ7fq47owC5afGmY6DCEbxAwAA4F14PF596dEqDbu9uqwkW6tdeaYjAVOmMC1OafFR1u/3vY3dpuMAAAAghBxs6dEzu5qs89rlxabjIMJR/AAAAHgXD7x6xFp0nhDt0DffWyqbzWY6EjBlfL+/ywLdH5UsPQcAAMA4/HRztbUjceXCHM3LSTIdBxGO4gcAAMBJ1Hf067tP7bXO/3pViQpo20YEcBX4935UsvQcAAAAp6ixc0CPvllrnW+/hK4PmEfxAwAA4B14vV597fEd6hkc0VkzUvXh82eajgRMC1dg6TmdHwAAADhVP3/xkDU69ZxZaVoyM910HIDiBwAAwDt5oqpBG/c0K8ph051rXHLYGXeFyOAKjL3a39yj/iGWngMAAODkOvuH9eCrR63z2uVzTMcBLBQ/AAAATqCjb0j/+aed1vkfL5mr+cyrRQTJSY5RVlKM3B6vdjXQ/QEAAICTu/+VI1bH/IKcJF26INt0HMBC8QMAAOAEvvPn3WrtGdLc7ET946U8uYTIW3peHhh9VVFD8QMAAADvbGDYrV+8eNg637a8WHY65hEkKH4AAAD8jRcPtOr3r9fKZpO+u6ZMMU6H6UjAtCsr8I++qqqj+AEAAIB39odttWrtGVRBapxWl+ebjgOMofgBAADwFr79Bl95rMo6//35M1nUh4jlKgp0ftR2mI4CAACAIOUbk3rvlmrrfMvFsxXl4HYzgge/GwEAAN7i+xv36Uhbn/JSYvUvVy4wHQcwxlXgL35Ut/Sqe2DYdBwAAAAEoSd3NFjvn1Ljo/TBc4tMxwGOQ/EDAAAgYEddp3625ZB1/tZ7S5UUG2U6EmBMRmKMNbrAh9FXAAAA+Fter1d3bz5onW++YJbio52mIwHHofgBAAAgacTt0RcfqbTatle58rRiYY7pSIBxrsDS86paih8AAAA43gsHWrWjrkuxUXbdfOEs03GAt6H4AQAAIOm+Fw5pZ32XUuKi9B+rF5uOAwQFV6F/6XklxQ8AAAD8jdGujw+eM0PpCdGm4wBvQ/EDAABEvMOtvfqfZ/dZ569eu1BZSTGmIwFB1flRWcfScwAAAPyVrzP4xQNtctht+vjS2abjACdE8QMAACjS59R+5bEqDY54dNHcDP3dkkLTkYCgURpYel7T3q/23iHTcQAAABBkXR/vKc9XYVq86TjACVH8AAAAEe3hbbV66WCbNaf2O9eXyWazmY4EBA3fGLjZmQnWmaXnAAAA8DnU2qs/72iwzrctLzYdB3hHFD8AAEDEau4e0Lef2G2dP79yvmZm+G/yAjjR0nNGXwEAAED66fPV8nqlSxdkqSQ32XQc4B1R/AAAABHr6+t2qbN/WIvzk3XLxcypBU6kLDD6qoKl5wAAABHP9wDZI2/UWufbL5lrOg5wUhQ/AABARHp2V5OeqGywFvR9d41LTgeXRcCJlBelji21BAAAQGT7xYuHNTTi0VkzUnXOrDTTcYCT4l0+AACION0Dw/ra4zus88eXzh5b6gzg7RblJctukxq7BtTcNWA6DgAAAAzpGhjW/S8fsc5rl89hXyKCHsUPAAAQcf7fU3utG7kzM+L1uRXzTccBglpCjFNzsxOtcyXdHwAAABHrwVePqntwxLo2XLkwx3Qc4F1R/AAAABHl9cPt+s0r/qeV7ri+THHRDtORgKDnKvSPvqpk6TkAAEBEGhxx6+cvHLLOty0rlt3XGgwEOYofAAAgoi7Yv/hIpXV+/9mFunBupulIQEhwFfpHw1XW0fkBAAAQiR57o07N3YPKS4nVdWcUmI4DnBKKHwAAIGL8+LmDOtjSq8zEGH3lmoWm4wAh2PnRKa/XazoOAAAAppHb49VPn6+2zrdcPFvRTm4pIzTwOxUAAESEvY3dumvTAev89fcsVmp8tOlIQMgoyU2S025Te++Q6jr6TccBAADANHpmZ6OqW3uVHOvUB8+dYToOcMoofgAAgIh4Usk37mrY7bUW811Tlms6EhBSYqMcKslLss4sPQcAAIgcvq7fuzcftM43XzhLiTFO05GAU0bxAwAAhL3fvHxY22s6rAv1b753sWw2lvMB41VW8NfRVwAAAIgML1e3qaK2UzFOu1X8AEIJxQ8AABDWfCN6/t/Te63zF68uUV5KnOlIQEgqH116XtthOgoAAACmyd2b/bs+3n92kbU7EQglFD8AAEBYt2h/9bEq9Q25dfbMNN3EfFpgwsoCxY+quk55PCw9BwAACHc76jr1/L4W2W3SJ5YWm44DjBvFDwAAELb+VFGv5/a2KNph151rymT3XbUDmJD5OUnWuIPugREdbus1HQcAAABT7J7n/V0fq1z5mpERbzoOMG4UPwAAQFhq7x3S19ftss6fumyu5mb7lzUDmJgoh12L8pPHuj8AAAAQvo629emJynrrfNtyuj4Qmih+AACAsPStJ3ZZBZD5OYlau3yO6ThAWCgv9C89r6ih+AEAABDO7t1SLd+k02Xzs7Q43z/+FAg1FD8AAEDY8c2lffSNOtls0p1rXIp2cskDTIaygtG9Hyw9BwAACFetPYP6/es11nktXR8IYdwJAAAAYaVvaET/9niVdb75glk6a0aa6UhA2Cgv8hc/dtR1yc3ScwAAgLD0yxcPa3DEo/KiVF1QnGE6DjBhFD8AAEBY+d9n96mmvV8FqXH65ysXmI4DhJXZmYlKiHaof9itA809puMAAABgkvUMjujXLx+2zrcvL5bN104PhCiKHwAAIGxU1nbovhcOWedvXV+qxBin6UhAWHHYbSoNjL7y/f8GAACA8PLQa0fVNTCi4swEXb4o13Qc4LRQ/AAAAGFh2O3RFx+pspbyXXdGvi5dkG06EhCWXIWjxQ+WngMAAISToRGPfrbF/zDZrcuKrQdfgFBG8QMAAISFe7dUa3dDl9Lio/TvqxaZjgOErbLCVOu1so7iBwAAQDh5fHudGrsGlJ0Uo+vPKjAdBzhtFD8AAEDIO9Taq+9v2G+dv7ZqkTISY0xHAsJWeaDzY3d9l/V0IAAAAEKfx+PVPZsPWudbLp6tGKfDdCTgtFH8AAAAIX+R/qVHKq2bsEvnZer6M3lCCZhKM9LjlRIXpSG3R/uauk3HAQAAwCTYsLtJB1t6lRTr1I3nzTAdB5gUFD8AAEBI+/3rNXr1ULviohz6zvVlstmYSwtMJd//Y6N7PypYeg4AABDyvF6v7gp0fXz4/JlKio0yHQmYFBQ/AABAyGruGtC3/7zbOv/TFfNVlB5vOhIQEcoK/MWPKpaeAwAAhLzXDrXrzaMdinba9bGLZpmOA0waih8AACBk/cefdqp7YMTaQfCxi2abjgNEDFdg6XkFxQ8AAICQd3eg6+PvlhQqOynWdBxg0lD8AAAAIempHY16ckejnHab7rjBJYedcVfAdBkde+Xb+TEw7DYdBwAAABO0u6FLz+1tke/t1K1Li03HASYVxQ8AABByOvuH9e9/3GGdb1terEX5yaYjARElLyVWmYkxcnu82lnfZToOAAAAJuieQNfH1aV5mpWZYDoOMKkofgAAgJDz3af2qLl7UMWZCfr0ZfNMxwEieul5FUvPAQAAQlJNe5/WVTZY57XL55iOA0w6ih8AACCkvFrdpgdfPWqdv3NDmWKjHKYjARFptPhRyd4PAACAkHTfC4esTt6L52aqLHBtB4QTih8AACBk+HYLfPnRKuv8oXOLdH5xhulIQMQaK37UUfwAAAAINe29Q3poq/+hMro+EK4ofgAAgJDxf385oOrWXmUlxehLVy80HQeIaGUFqdbrwZYe9QyOmI4DAACAcfjlS4c1MOxRaUGyLprLQ2UITxQ/AABASNjd0KW7A8v4vnndYqXERZmOBEQ0XxEyPyVWXq+0g+4PAACAkNE3NKJfv3zYOt++fK61zw0IRxQ/AABA0PPNof3SI5Ua8Xh15eIcXVWaZzoSAGv0lb/7o4q9HwAAACHjoddq1NE3rFkZ8bqqNNd0HGDKUPwAAABBz9eSXVHbqaQYp75xXanpOAACRhdjVtR2mI4CAACAUzDs9uhnW6qt8yeWFcthp+sD4YviBwAACGo17X363tN7rfOXr1monORY05EABJSPdn4w9goAACAk/Gl7veo7B5SZGKM1ZxWajgNMKYofAAAgaHm9Xv3b4zvUP+zWubPT9cFzikxHAvAWZQX+zo8jbX3q6BsyHQcAAAAn4fF4dc/z/j2K/3DxLMVGOUxHAqYUxQ8AABC0Ht9ep+f3tSjaadcdN5TJTks2EFRS4qM0MyPeOtP9AQAAENye29usfU09Soxx6qbzZpqOA0w5ih8AACAotfUM6hvrdlnnz66YpzlZiaYjATjJ0vNKlp4DAAAEtbs3+7s+bjpvhlLiokzHAaYcxQ8AABCUvrl+l471DaskN0m3Lis2HQfAO3AFRl9VsvQcAAAgaL1+uF1bDx9TtMOuf7h4tuk4wLSg+AEAAIKyHfvx7fXyTbm6c41LUQ4uWYBg5SocLX7Q+QEAABDsXR83nFWgnORY03GAacGdBAAAEFR6B0f01cd2WOePXTRbZxT5R+oACE6LC1Jks0kNnQNq7h4wHQcAAAB/Y19Ttzbsbrau2eiqRySh+AEAAILK957Zq7qOfhWmxemfrphvOg6Ad+FbmDk3sJOniu4PAACAoHPP5mrr9cpFuSpmlyIiCMUPAAAQNN48eky/fOmwdf729WWKj3aajgTgFJQx+goAACAo+R4s++P2Ouu89pI5puMA04riBwAACApDIx596ZEqeb3SDWcWaPn8LNORAJyi8kL/eDqWngMAAASX+7Yc0ojHqwuKMxgpjIhD8QMAAASFnz5/UHubupWeEK2vrlpkOg6ACXR+VNV1yuurYAIAAMC4jr4hPbT1qHWm6wORiOIHAAAw7kBzj3648YB1/o/Vi6wCCIDQsSgvWU67Ta09Q6rvZOk5AABAMPj1y0fUN+S2rtWWzcs0HQeYdhQ/AACAUR6PV195tEpDbo8uWZCl95Tnm44EYJxioxyan5NknasYfQUAAGBc/5B7bJ/ibcuLZbPZTEcCph3FDwAAYNRvtx7Va4fbFR/t0LfeW8pFORCiyov8o68qWHoOAABg3O9fr1F775CK0uN0bVme6TiAERQ/AACAMY2dA7rzz3us879cuUCFafGmIwGYoLIC/wLNKoofAAAARo24Pbp3S7V1vnVpsZwObgEjMvE7HwAAGOFbivy1P+5Q9+CIzihK1UcumGU6EoDT4AosPa+s7WDpOQAAgEFPVDWo9li/MhKi9b6zi0zHAYyh+AEAAIx4akejnt3VZC1J/u4alxx2xl0Bocy38yPaaVfXwIiOtPWZjgMAABCRfA+h3LXpoHX+6IWzrN1sQKSi+AEAAKZdZ9+w/v1PO63zP14yRwty/YuSAYQuX+FjYV6yda6sY/QVAACACZv2tWhPY7cSoh101yPiUfwAAADT7o4nd6ule1BzshL0ycvmmo4DYJKUj46+qukwHQUAACAi3R3o+vjQuTOUEh9lOg5gFMUPAAAwrV462KqHttZY5zvXuBTjpA0bCBdlBYHiB50fAAAA0+6No8f06qF2RTlsumXpbNNxAOMofgAAgGkzMOzWVx6tss4fPn+GzpmVbjoSgElUXpRqve6o65Tbw9JzAAAAE10f151RoLyUONNxAOMofgAAgGnzg437dbitT7nJsfrXq0pMxwEwyeZkJSo+2qG+IbeqW3pMxwEAAIgYB5p79OzuJuu8dnmx6ThAUKD4AQAApsXO+k799Plq6/zN95YqOZb5s0C4cdhtKs33j76qqGX0FQAAwHT56fMH5fVKly/K0dzsJNNxgKBA8QMAAEy5EbdHX3qkyhqDc21ZnnVBDiA8lQWWnlfVsvQcAABgOjR2DuixN+us89rlc0zHAYIGxQ8AADDlfvHiYVXVdSo51qn/eM8i03EATCFXoPhB5wcAAMD0uO+Fag27vTp3VrqWzEwzHQcIGhQ/AADAlDra1qf/fnavdf7qtYuUnRRrOhKAKeQq9C8939XQpWG3x3QcAACAsNbZN6wHXz1qnW+/hK4P4K0ofgAAgCnj9Xr1lceqNDDs0QXFGXrf2YWmIwGYYrMy4pUU69TQiEd7G7tNxwEAAAhr9796RL1DbpXkJumSBVmm4wBBheIHAACYMo+8UacXDrQqxmnXd24ok81mMx0JwBTz/X8+OvrKN+4OAAAAU2Ng2K1fvHjIOt+2vJj3W8DfoPgBAACmREv3oL65fpd1/tzK+ZqdmWA6EoBpHn1VydJzAACAKfPwtlq19gypIDVOq1z5puMAQYfiBwAAmBLfWL9Lnf3DWpSXrI8vnW06DoBp5Crwd35UsvQcAABgSoy4Pbr3+Wrr/ImlsxXl4DYv8Lf4vwIAAEy6jbubtK6iXnab9N01Li7EgQjjKvJ3fvh2fvjGMQAAAGByPbmjUUfb+5QWH6X3n1NkOg4QlLgTAQAAJlXP4Ii++vgO6/zxpcUqC8z+BxA58lNilZEQrRGPV7sbukzHAQAACCter1d3bz5onW++cJbio52mIwFBieIHAACYVP/11B41dA5oRnq8Pr9yvuk4AAxg6TkAAMDU2bK/VTvruxQX5dDNF8wyHQcIWhQ/AADApNl2pF2/fuWIdf7O9WWKi3aYjgTAkLLA0vOKGoofAAAAk2m06+OD5xYpLSHadBwgaFH8AAAAk2JwxK0vPlIlr1f6uyWFunhepulIAIJg6XlVXYfpKAAAAGGjsrZDLx1sk9Nus8YMA3hnFD8AAMCkuGvTQR1o7lFmYrT+7ZqFpuMAMGx07JXv+0Lv4IjpOAAAAGHV9fGe8nwVpMaZjgMENYofAADgtO1v6taPnztgnf9j9WJarwEoOzlWucmx8nhlzaQGAADA6alu6dGTOxqt823L55iOAwQ9ih8AAOC0eDxefenRKg27vVpRkq1VrjzTkQAEWfeHbzwDAAAATs+9W6qtMcO+910LcpNMxwGCHsUPAABwWh549Yi2HTmmhGiHvvneUtlsNtORAARd8YOl5wAAAKejuWtAj2yrs85rL6HrAzgVFD8AAMCE1Xf067tP7bXOX7y6RPnMnAXwFq7CVOuVzg8AAIDT8/MXD2vI7dGSmWk6Z1a66ThASKD4AQAAJsTr9eprj+9Qz+CIzpqRqg+fN9N0JABBpqzA3/lxuK1PnX3DpuMAAACEpK6BYT3wyhHrvJZdH8Apo/gBAAAm5ImqBm3c06woh03fXeOS3c64KwDHS0uI1oz0eOtcVcfoKwAAgIl44JWj6h4c0bzsRGvfB4BTQ/EDAACMW0ffkP7zTzut8ycvnat5OSzbA3BiZaN7P+oYfQUAADBeA8Nu/fzFQ9b5tuVzeOgMGAeKHwAAYNy+/cRutfYMWU8e3c6yPQAnUT5a/Kih8wMAAGC8HnuzTi3dg8pLidV7yvNNxwFCCsUPAAAwLi/sb9XD22pls0l3rnEpxukwHQlAECsr8C89Z+wVAADA+Lg9Xt2z+aB1vuXi2Yp2cisXGA/+jwEAAKesf8itrzxWZZ0/cv5MLZmZZjoSgCBXWpBsFUvrOvrV2jNoOg4AAEDIeHpnow639SklLkofOneG6ThAyKH4AQAATtn3N+zT0fY+q+X6X64qMR0HQAhIio1ScWaCda6qpfsDAADgVHi9Xt0d6Pq4+YKZSohxmo4EhByKHwAA4JTsqOvUvVuqrfO33luqRC6+AZyi8kL/6KuKWpaeAwAAnIqXD7apsrZTsVF23XzhLNNxgJBE8QMAALyrYbdH//qHSnm80uryfK1YmGM6EoAQUhZYek7nBwAAwKm5K9D18f6zi5SRGGM6DhD+xY+77rpLLpdLycnJ1scFF1ygJ598cuzrl1xyiWw223Efa9eunYrcAABgGt33wiHtauhSanyU/mP1ItNxAIQYV6Dzo7Ku0xrhAAAAgJN33W/Z3yqH3aZPLC02HQcIWeOaV1FYWKg777xT8+bNs960/OpXv9J1112nN998U4sXL7Z+zic+8Ql94xvfGPtr4uPjJz91BPP9e/cVlQAAmC6HW3v1v8/us85fvXaRMnnqCMA4LcpLtt68t3QPqrFrQHkpcaYjAQAABK3RXR+rXHkqSufeKjAtxY/Vq1cf9/m3v/1tqxvklVdeGSt++Iodubm5p/xrDg4OWh+jurq6xhMpYjy3p1k/fu6ALpybqS9cPt90HABABBXdv/xolQZHPLp4bqbWnFVgOhKAEBQX7dC87ETtaey2ZldT/AAAADixo219+nNVg3W+bdkc03GAyNz54Xa79dBDD6m3t9cafzXqgQceUGZmpkpLS/XlL39ZfX19J/117rjjDqWkpIx9FBUVTTRSWOsaGNbrR45pXUU9owIAANPm4ddr9XJ1m7Vk7zvXl9F9COC0l55XsvQcAADgHT2+vc7atbh0XqYW5SebjgNEVvGjqqpKiYmJiomJsfZ5PPbYY1q0yD/7+8Ybb9T999+v5557zip8/OY3v9GHP/zhk/56vp/X2dk59lFTUzPxf5owtnJhjnXj6VBrr3bW0x0DAJh6zd0D+tYTu6zzP12+QDMyaLcGcPpLz32dHwAAADixjbubxkZeAZjGsVc+CxYs0Pbt261CxR/+8AfdfPPN2rx5s1UAufXWW8d+XllZmfLy8rRixQodPHhQc+acuE3LV0TxfeDkEmKcuqwkW3+uatS6ynqVFvjfPAIAMFW+/qdd6hoYUVlBij520SzTcQCESedHVWDpOZ1kAAAAx2vqGlBF4EGRS0uyTccBIq/zIzo6WnPnztWSJUuskVXl5eX6wQ9+cMKfe95551mvBw4cOP2k0GpXvvW6vqKB0VcAgCn1zM5GPVHVYC0ovnNNmZyOCU/KBADLgtwkRTvs6ugbVk17v+k4AAAAQecve5qt1/KiVGUnxZqOA4S8076T4fF4jltY/la+DhEfXwcITp+v4psQ7VBdR7/erGFWMgBg6vZMfe2PO6zzrcuKtTifbkMApy/aadfCvCTrXMHeDwAAgHccebWSrg9g+osfvv0czz//vA4fPmzt/vB9vmnTJt10003WaKtvfvOb2rZtm/X1P/3pT/rIRz6iZcuWyeVyTU7aCBcb5dDli3LGuj8AAJgK/++pPWrqGtSsjHh9dsU803EAhOHeD9/oKwAAAPzVwLBbLxxotc4rFvrv/wGYxuJHc3OzVdDw7f3w7fLYunWrnn76aV1++eXWOKwNGzboiiuuUElJif7pn/5Ja9as0bp1604zIt5qVWD01RNV9fJ4GH0FAJhcWw+36/5Xjlrn79xQZhXeAWCyuAJ7PyroYgYAADjOiwdaNTDsUUFq3Fi3LIBpXHh+3333vePXioqKrMXnmFpL52cqOdZpPZHru0F1XnGG6UgAgDB60uhLj1Ra5w+cXaQL52SajgQgzLgCnR876jqtB3nsdpaeAwAA+GzY7d/3sWJhtmw2rpGAycD20hAT43ToysW51nl9JaOvAACT5yfPHdDBll5lJsboK9csNB0HQBiam5WouCiHeofcqm7tMR0HAAAgKPgeChnd98HIK2DyUPwIQavK/aOv/lzVoBG3x3QcAEAY2NPYpZ9sOmidv3HdYqXER5mOBCAMOR12Lc5Pts6Vtez9AAAA8NlR36nm7kElRDt0fnG66ThA2KD4EYIunJOh9IRotfUO6ZXqdtNxAAAhzu3x6kuPVGnE49Xli3J0dam/wxAApnLvB8UPAACA40deLZ2XZU19ATA5KH6EoCiHXVcFbkytq6g3HQcAEOJ+/fJhba/pUFKMU9+8rpT5sgCmZe9HZS1LzwEAAHz+OvIq23QUIKxQ/AhRq13+0VdP7WzU0AijrwAAE1N7rE//9fRe6/zFq0uUmxJrOhKACCl+7KzvYoQrAACIeA2d/dZ1ke8ZtMtKKH4Ak4niR4g6d3a6spJi1Nk/rBcOtJiOAwAIQV6vV199fIf6htw6Z1aabjx3hulIACLArIwEq9NscMSjfU0sPQcAAJFtY2Dk1Vkz0pSRGGM6DhBWKH6EKIfdpmvL8qzz+ooG03EAACHoTxX12rS3RdEOu+64wSW7nXFXAKae73tNaYG/+6OqjtFXAAAgsm1g5BUwZSh+hLDV5f7ixzO7mjQw7DYdBwAQQtp7h/T1dbus86cvm6u52YmmIwGIIK4if/GjgqXnAAAggvUNjeilg23WeeXCHNNxgLBD8SOEnVmUpoLUOPUMjlhP7gIAcKq+9cQuqwCyICdJty2fYzoOgAjjKki1XqsofgAAgAi2ZX+rtcu3KD1O83ggDZh0FD9CfGTAta7A6KvKetNxAAAh4vl9LXr0jTprod6da8oU7eRyAICZped7Grs0OEIHMwAAiEwbR0deleTI5nuDBmBScbcjxK0KFD98y5F8rXIAAJyM78+KrzxWZZ0/euEsnTkjzXQkABGoMC1OafFRGnZ7taeh23QcAACAaefxePWXPf5JLpcvYuQVMBUofoS4soIUzcyIV/+w2yqAAABwMv/zzD7VHuu3xib+8xULTMcBEKF8Tza6Cv2jryprWXoOAAAiT0Vth1p7BpUU49Q5s9JNxwHCEsWPMHjjONr9sa6C0VcAgHdWUdOhn794yDp/6/pSJcQ4TUcCEMFGR19VsvcDAABEoA2BkVfLFmQxihiYIvyfFQZWl+dbr5v2tahrYNh0HABAEBp2e/TFRyrl8UrvPSNfly7INh0JQIT7a+cHxQ8AABB5Rie4rFzIezNgqlD8CAMLcpI0NztRQyMePbvTXzUGAOCtfvp8tfY0dlsz9r+2apHpOAAw1vmxv7mb3XUAACCi1B7rs96f2W3SJfMpfgBTheJHmIy+Wu3yd3+sr2T0FQDgeNUtPfrBxv3W+d9XL1JGYozpSACgnORY5STHWB1pO+u7TMcBAACY9q6Ps2emKy0h2nQcIGxR/AgTq8r9ez+27G/Vsd4h03EAAEHC4/Hqy49WWd2By+Zn6b1nFJiOBABjygoYfQUAACJ338cKRl4BU4riR5iYk5WoRXnJGvF49fTORtNxAABB4nev1+jVQ+2Ki3Lo2+8ttboFASBYlI8tPe8wHQUAAGBa9AyO6NXqduu8clGO6ThAWKP4EYbdH+srG0xHAQAEgaauAX3nz7ut8z9fuUBF6fGmIwHAccoCxY8qOj8AAECE2LKvRUNuj2ZnJlgPMwOYOhQ/wsiqMv/ej5cOtqqle9B0HACAYf/xx53qHhixnqz+6IWzTMcBgLdxFfrHXlW39qqzf9h0HAAAgCn37OjIqxJGXgFTjeJHGJmREa/yolRraeRTO+j+AIBI5vtz4KmdjXLabbpzjUsOO+OuAASf9IRoFabFWeeddXR/AACA8Ob2eLVpb4t1XrGQkVfAVKP4EWZWu/yjr9ZVUPwAgEjle3r63/+40zqvXT5HC/OSTUcCgHdUHuj+qKT4AQAAwtybR4+pvXdIybFOnT0rzXQcIOxR/Agz1waKH1uPtKuhs990HACAAXc+uUfN3YMqzkzQpy6bazoOAJzS3g+WngMAgHC3YXez9XrJgmxFObgtC0w1/i8LM3kpcTpnVpq8XukJFp8DQMR5pbpNv33tqHW+44YyxUY5TEcCgJNyFYwWP+j8AAAA4W1jYN/HykWMvAKmA8WPMLS63L/4fD3FDwCIKAPDbn350SrrfON5M3RecYbpSADwrkoDnR+1x/rV1jNoOg4AAMCUONLWq/3NPdZexuXzs0zHASICxY8wdHVpnnx7bbfXdKimvc90HADANPnRX/brUGuvspNi9KWrS0zHAYBTkhwbZY3p86li7wcAAAjzkVfnzEpXSlyU6ThARKD4EYaykmJ0wRz/0750fwBAZNhV36V7Nldb52++t9S6mQgAocI1tveD4gcAAAjvkVcrFmabjgJEDIofYWqVa3T0Vb3pKACAKeb2ePWlRys14vHq6tJcXbk413QkABiXssJU65XiBwAACEddA8N67VC7dV65kH0fwHSh+BGmrlqca80Q3FnfpeqWHtNxAABT6BcvHrJuGCbFOvX19yw2HQcAxq18rPOjw3QUAACASbd5b4v1sNqcrATNCoz7BDD1KH6EqbSEaF08L9M6M/oKAMKXb7fTfz+zzzp/5ZqFyk6ONR0JAMZtUX6ytbOuuXtQTV0DpuMAAABMycirlYvo+gCmE8WPCBh9ta6C0VcAEI68Xq++8liV+ofdOm92uj5wdpHpSAAwIfHRTs3PSbLOFTV0fwAAgPAx4vboub0t1pmRV8D0ovgRxq5YnKNoh137m3u0t7HbdBwAwCR77M06bdnfqminXXfcUCa777FpAAhRZQX+0VdVdez9AAAA4eP1I8fU2T+stPgonTUjzXQcIKJQ/AhjybFRWr4gyzrT/QEA4aW1Z1DfWL/LOn92xTwVZyWajgQAp8VV5F96XsHScwAAEIYjry5dkC0HD6wB04riR5hbXe4ffbW+st4ajwIACA/fXL9LHX3DKslN0q3Lik3HAYDT5hrt/Kjt4LoVAACEjY27m63XFYy8AqYdxY8wt6IkW7FRdh1u69OOui7TcQAAk+C5Pc364/Z6aznwd9e4FOXgj3MAoa8kL0lRDpuO9Q2r9li/6TgAAACnrbqlR9WtvdY1zrL5mabjABGHuyVhLiHGOVZZ9nV/AABCW+/giL76+A7r/A8XzVZ5YEwMAIS6GKdDJbnJ1rmS0VcAACCMuj7OL85QUmyU6ThAxKH4EQFWu/Ks1/WVDYwQAIAQ971n9qquo1+FaXH6whXzTccBgEnlKvSPvqqs7TAdBQAA4LRtCOz78E1mATD9KH5EgEsWZCsxxmndLHvjKG8kASBUvXn0mH750mHr/J3ryxQf7TQdCQCmqPhB5wcAAAhtHX1Dev3IMevMvg/ADIofESA2yqHLFzH6CgBC2dCIR196pEq+Br4bzirQsvlZpiMBwKQrK/CP8ttR1ymPh45lAAAQujbtbZHb49WCnCQVpcebjgNEJIofEWJVYPTVE5UN1jdeAEBouWfzQe1t6lZGQrS+du0i03EAYErMz0lUjNOu7sERHWrrNR0HAADg9EdeLWTkFWAKxY8IsXRelpJjnWruHtTWw+2m4wAAxuFAc49+9JcD1vnfVy9SWkK06UgAMCWcDrsW5/uXnlcx+goAAISoYbdHm/e1WGdGXgHmUPyIENFOu64qzbXO6yoYfQUAocLr9eorj1ZpyO3RpQuy9J7yfNORAGBKuQr9o68qWHoOAABC1NZD7eoeGFFmYrTOKPJf2wCYfhQ/IsjqwA2zJ3c0asTtMR0HAHAKfEt/Xzvcrtgou751fZlsNpvpSAAwLUvP6fwAAAChasPuZuv10gXZcth5DweYQvEjglxQnGHNim/vHdJLB9tMxwEAnIL1lf5uvZULc1SQGmc6DgBMW+fHjvpOHtgBAAAh2b3/130fjLwCTKL4EWEzlK8uyz3uZhoAIHh5PF6tr2w4rnsPAMJdcWaCEmOcGhj26EBLj+k4AAAA497ZeLS9T9EOu5bOyzQdB4hoFD8izCqX/+bZUzsaNTTCk3QAEMzeOHpMDZ0DSopxavn8LNNxAGBa2O02lRb4l55X1jD6CgAAhObIqwvmZCghxmk6DhDRKH5EmHNmpSsnOUZdAyPasr/FdBwAwEmMdn1cvjhHsVEO03EAYNpHX1XWsfQcAACElo2BkVcrF2abjgJEPIofEca3ZOmasrzjbqoBAIKP2+PVE1WBkVeBrj0AiLSl55UsPQcAACHEt2fX18Hvcxn7PgDjKH5E8OirZ3Y2amDYbToOAOAEXj3UppbuQaXERemiucyJBRBZXAX+zo/dDV0aHOF6FQAAhIbn9jTL45UW5SWrIDXOdBwg4lH8iEBnzUi1vgH3Drm1aa9/DiEAILisq/B3fVxdmqtoJ39cA4gsRelxSo2P0rDbq72N3abjAAAAnJKNexh5BQQT7qZEIJvNplWuvONurgEAgsew26OndjQc160HAJF2vVpWwOgrAAAQOnzdqpv3+vfrrmDkFRAUKH5EqNXl+WMV6d7BEdNxAABv8eKBVh3rG1ZmYrTOL043HQcAjCgfXXpey9JzAAAQ/F6tbremrGQlxYw9xAHALIofEWpxfrJmZcRrYNijDbv9LXkAgOCwvnJ05FWenA7+qAYQmcpYeg4AAELIxsD9tRUl2bLbbabjAKD4EdmjBEa7P0ZvsgEAgqNV+umdjdZ59Ps0AERy58f+5h71D7H0HAAABC+v16sNu/17dRl5BQQPih8RbHSOvG8eYWf/sOk4AABJz+9rVffAiHKTY3X2zDTTcQDAmJzkGGtshNvj1a4Guj8AAEDw2tvUrbqOfsU47bp4bqbpOAACKH5EsAW5SZqfk6ght0fP7mL0FQAEg/WV9dbrta48WqUBKNI7lV0sPQcAACFgY6Drw1f4iIt2mI4DIIDiR4Qb7f5YV+G/2QYAMMc31mW0GL3KlWc6DgAY5xpbek7xAwAABK/R93GMvAKCC8WPCDd6c+3FA6061jtkOg4ARLTn9jarb8itwrQ4nVHkv+EHAJHMNbb0vMN0FAAAgBNq6R5UReBaZcXCbNNxALwFxY8IV5yVqMX5yRrxePVUYMEuAMCM0S48X1eeb9wLAES6skDxo7q1V90D7KgDAADB57k9zfJ6pbKCFOUkx5qOA+AtKH6A0VcAEAR6Bkf0lz3+ObGMvAIAv8zEGBWkxlk3FHbUdZmOAwAA8DYbdo+OvKLrAwg2FD8wdpPtleo2NXcPmI4DABFpw64mDY54VJyZYHXkAQD8GH0FAACC1cCwW1v2t1rnlez7AIIOxQ+oKD3emi3v8UpPVjH6CgBMWF85OvIqj5FXAHCC0VeVdSw9BwAAweXl6jb1D7uVlxLLQ2xAEKL4Acvq8vzjbr4BAKZPZ9+wNu9rOe77MQDAr7ww1Xql8wMAAARjB7/PZSXZPMQGBCGKH7BcW+Z70ljaeviY6jv6TccBgIjy9K5GDbu9WpCTpHk5SabjAEBQKS3wd37UtPfrWO+Q6TgAAAAWr9c7treRkVdAcKL4AUtuSqzOmZVunf9c1WA6DgBElPWV/u+7q8tZdA4AfyslLkqzMxOsM6OvAABAsNhZ36WGzgHFRTl0wZwM03EAnADFD4xZHVh8vq6C0VcAMF3aegb14gH/grxVLkZeAcCJlAW6P6oYfQUAAILExt3+ro+L52UqNsphOg6AE6D4gTFXl+XJbpMqajt1tK3PdBwAiAhP7WyU2+O1buzNCjzZDAA4niuw9Nx3nQoAABAMNu7x7/u4nJFXQNCi+IExmYkxunBOpnVeX0X3BwBMh9Fuu1WB7jsAwNu5AkvPqyh+AACAINDUNaDK2k5rf+6lJdmm4wB4BxQ/cJzRm2/rKtj7AQBTrblrQK8earfO11L8AIB3tDg/2epQbuwasL53AgAABMPIq/LCVGUlxZiOA+AdUPzAca4qzZXTbtPuhi4daO4xHQcAwtoTVQ3yeqWzZqSqMC3edBwACFoJMU7NzU60zr6nLAEAAEzauNs/8mrlQro+gGBG8QPHSY2P1tJ5gdFXlYy+AoCptL7S32XHonMAOPXRV5UsPQcAAAb1D7n1woFW67yCfR9AUKP4gbdZXZ4/Nofe63skGQAw6eo6+rXtyDFrRiwjrwDg1JeeV9bR+QEAAMx58UCrBkc8KkiNU0lukuk4AE6C4gfe5vJFOYp22nWwpVd7GrtNxwGAsPREoLvu3FnpykmONR0HAIJeWUHK2NJzHtABAACmbNzz15FXNt/TbACCFsUPvE1SbJQuXZBlnRl9BQBTY11Fw3HddgCAk1uYl2ztpmvrHbK65wAAAKabx+MdW3bOyCsg+FH8wAmNzp/33ZzjyToAmFyHW3tVVdcph92mq0tzTccBgJAQG+XQgsBoCV/3BwAAwHTzvY9r7h5UQrRD5xWnm44D4F1Q/MAJrViYrbgoh46291nf2AEAk+eJKn/Xx4VzMpSRGGM6DgCE3NLzCoofAADAgI27/SOvls3PUozTYToOgHdB8QMnFB/ttAogo4vPAQCTZ/T76upAlx0AYHxLz6vqOkxHAQAAEWgDI6+AkELxA+86+uqJygZrpiEA4PTtb+rWnsZuRTlsunIxI68AYCLFj8raTq5PAQDAtKrv6Neuhi75dpyP7soFENwofuAdXbIgS4kxTtV3DujNmmOm4wBAWFhX6R95tWxellLio0zHAYCQMj8nSTFOu7oHRnSkvc90HAAAEEE27vF3fZw1I43xxUCIoPiBky6VvGJRztjicwDA6fF6vVpf6R95tao8z3QcAAg5UQ67FuUnW+fKWkZfAQCA6d/3sZKRV0DIoPiBk1pdHhh9VdUgN6MFAOC0+Fqkq1t6raeWuWAGgIlxFfx19BUAAMB06B0c0UsH26zzysCOXADBj+IHTuqiuZlKiYtSS/egXj3k/yYPAJiY9YGRV5cuyFZSLCOvAGAiXIWp1iudHwAAYLps2d+qoRGPZqTHa252ouk4AE4RxQ+cVLTTrqtLc4+7aQcAmNjIq3UV9cd11QEAJr70fEddF53JAABgWkderViYLZtv4zmAkEDxA+9qlct/k+7JqgYNuz2m4wBASKqo7VTtsX7FRzt0WQlt0gAwUcVZiUqIdqh/2K0DzT2m4wAAgDDn8Xj13F7/snPGFwOhheIH3tX5xenKTIzWsb7hsfmGAIDxWR/o+vBdLMdFO0zHAYCQ5bDbtHhs7wejrwAAwNTaXtuh1p4hJcU4dc6sdNNxAIwDxQ+8K6fDN/oqzzqPjmwBAIzvSaHR0YGrXP7vpwCAiSsPjL5i6TkAAJiukVfLF2RZ4+EBhA7+j8UpGb1Z9/TORg2OuE3HAYCQsu3oMTV2DSgp1mldMAMATk/Z6NLzOoofAABgam3czcgrIFRR/MAp8bX15STHqHtgRFv2tZqOAwAhZbRr7opFuYpxMvIKAE6XKzD2and9l4ZG2EkHAACmRk17n/Y0dltjNy/hQTYg5FD8wCmx2226tsy/+HxdJaOvAOBUjbg9+nNVYORVOSOvAGAyzMyIV3KsU0Nuj/Y1dZuOAwAAwnzk1ZKZaUqNjzYdB8A4UfzAKVsduGm3YVeT+ocYfQUAp+LVQ+3WcrzU+ChdPDfTdBwACAs2m02u0dFX7P0AAABTZOOe0ZFX2aajAJgAih84ZWcUpaowLU69Q249t9f/zR8AcHLrA91yV5fmKsrBH7sAMFlcY0vPO0xHAQAAYah7YFivVLdZ5xXs+wBCEndhMK4n7Fa58o+7mQcAeGfDbo+e3NFonVcHvn8CACa7+EHnBwAAmHxb9rdq2O1VcWaC5mQlmo4DYAIofmBcVrn8o6827m5Wz+CI6TgAENReONCqjr5hZSbG6LziDNNxACCsjI692tvUrYFhRrICAIDJtSGw72MFI6+AkEXxA+OyOD/ZqngPjnjGlj4BAE5sfYV/0fm1Zbly2G2m4wBAWMlLiVVmYrTcHq92NXSZjgMAAMKI7/riucC+D0ZeAaGL4gcmMPrK3/2xroLRVwDwTnxPIT+z0z/yalU5I68AYEqXntew9wMAAEyeN44e07G+YaXERensmWmm4wCYIIofGLfVgZt4m/e1qLNv2HQcAAhKz+9rUffgiPVk8pIZXCwDwFQoKwjs/ahj7wcAAJj8kVeXLMiS08HtUyBU8X8vxm1eTpIW5CRZS5+e3uV/qhkAcLx1laMjr/JkZ+QVAEyJ8iKWngMAgMnn23Xrw8grILRR/MCEjI6+Wh+4uQcA+Ku+oRFt2OV/UoiRVwAwdcoK/GOvDrb0qGdwxHQcAAAQBo609epAc4+cdpuWz88yHQfAaaD4gQkZvZn34oFWtfcOmY4DAEHlL3ua1T/sVlF6nMoL/U8lAwAmX1ZSjPJTYuX1SjsYfQUAACbBhkDXx7mz062dHwBCF8UPTMjszASVFiTL7fHqyR10fwDAW62v8H9fXOXKtxbyAgCmTlmgyFzF6CsAADAJRrv4GXkFhD6KH5iw1a78427yAQCk7oFh/WVv83HfJwEAU8dV6B99VVHbYToKAAAIcZ39w9p6uN06r1yYbToOgNNE8QMTdm1g78crh9rU3DVgOg4ABIUNu5s0NOJRcVaCFuYlmY4DAGHPNdr5wdgrAABwmjbva9GIx6u52YmamZFgOg6A00TxAxNWmBavs2akWjOW/1xF9wcA+KwLdMP5uj4YeQUAU88VWHp+pK1PHX3sogMAABO3cffoyCu6PoBwQPEDp8U3z95nXSXFDwDo7BvWlv0t1nl1ub87DgAwtVLiozQzI9460/0BAAAmasTt0aa9/vdzK9n3AYQFih847dFXvgebtx05prqOftNxAMCop3c2atjtVUlukuZmM/IKAKZLWYF/9FUlS88BAMAEvX7kmLXzIy0+SmfNSDMdB8AkoPiB05KTHKtzZ6Vb5ycq603HAQCj1gW+D64uZ9E5AEyn8sDS80qWngMAgAnasMs/8urSkmw57IwwBsIBxQ+ctlWBm3zrGX0FIIK19gzqpYNt1nmVi5FXADCdykaXntP5AQAAJmjjnmbrlZFXQPig+IHTdnVprlUR940ZONLWazoOABjx5I5GuT1euQpTNDMjwXQcAIgopQUp1ijW+s4BtXQPmo4DAABCzMGWHh1q7VWUw6al8zJNxwEwSSh+4LRlJsbowjkZ1pnuDwCRan2Ff+QVXR8AMP0SY5yak5VonavqGH0FAADGZ+Nu/8ir84szlBQbZToOgElC8QOTYrXLP/pqXeDmHwBEkqauAb12uN06Xxv4fggAmF6+zjufihpGXwEAgPHZsNs/8mpFSbbpKAAmEcUPTIorF+darYF7Grt1oLnbdBwAmFZPVDbI65WWzExTQWqc6TgAEJFcBYG9H3UUPwAAwKnr6BvStiPHrPMK9n0AYYXiByZFSnyUls3Lss7rKhh9BSCyrKv0d72tZuQVABjjKkq1XitrO+T1VaQBAABOwaa9Ldb+xpLcJBWlx5uOA2ASUfzApFlVnjd2E5A3nAAiRe2xPr15tMNatHtNGcUPADBlUV6ynHabWnuG1NA5YDoOAAAIEc8G9n2sWMjIKyDcUPzApFm5MEcxTruqW3q1u4HRVwAiZ+SVz/mzM5SdHGs6DgBErNgoh+bnJI11fwAAALyboRGPnt/bYp0ZeQVEePHjrrvuksvlUnJysvVxwQUX6Mknnxz7+sDAgD75yU8qIyNDiYmJWrNmjZqa/NVThL+k2ChduiD7uBEwABDuRr/fjXa/AQDMLz2vrGXvBwAAeHdbD7ere3BEmYnROqPQP0ITQIQWPwoLC3XnnXdq27Ztev3113XZZZfpuuuu086dO62vf/7zn9e6dev08MMPa/Pmzaqvr9cNN9wwVdkRhEZv/q1n9BWACHCotVc76rrksNt0dSnFDwAwzRW4aUHxAwAAnIoNgZFXvod57Xab6TgAJplzPD959erVx33+7W9/2+oGeeWVV6zCyH333acHH3zQKor4/OIXv9DChQutr59//vkn/DUHBwetj1FdXV0T+ydBULisJFvx0Q7VtPerorZTZwQWTwJAOFpf4e/6uGhuptITok3HAYCI99fOD//Sc5tvIRMAAMAJ+K4VNu5uts4rFzHyCghHE9754Xa79dBDD6m3t9caf+XrBhkeHtbKlSvHfk5JSYlmzJihl19++R1/nTvuuEMpKSljH0VFRRONhCAQH+0cm5E4elMQAMLV+sC+j1Uuuj4AIBj4dn5EO+3qGhjRkbY+03EAAEAQO9Dco6Ptfda1w9J5mabjAAiG4kdVVZW1zyMmJkZr167VY489pkWLFqmxsVHR0dFKTT3+Sf+cnBzra+/ky1/+sjo7O8c+ampqJvZPgqCxOnAT8ImqBnk8jL4CEJ72NXVrb1O3ohw2Xbk413QcAIBk3bxYmJdsnSvrGH0FAADe2bOBkVcXzsmwHuYFEH7GXfxYsGCBtm/frldffVW33367br75Zu3atWvCAXxFlNEF6qMfCG3LF2QpKcaphs4BbTt6zHQcAJgSo91ty+dnKSUuynQcAEBA+ejoq5oO01EAAEAQGx15NTrBBED4GXfxw9fdMXfuXC1ZssQaWVVeXq4f/OAHys3N1dDQkDo6jn+T0dTUZH0NkSPG6dAVgaegGX0FIFxnw64LjLxaXZ5vOg4A4C3KCgLFDzo/AADAO2jrGdQbgQd2V5Rkm44DINh2fozyeDzWwnJfMSQqKkobN24c+9revXt19OhRaycIIsuq8tHRV41yM/oKQJjZWd+lQ629inHaeUoIAIKMq9A/hndHXSfXoQAA4ISe29sir1dalJes/NQ403EATJFxDbTz7ee4+uqrrSXm3d3devDBB7Vp0yY9/fTT1rLyW265RV/4wheUnp5uja/69Kc/bRU+zj///KnKjyB18dxMpcZHqbVnUK9Wt+nCuSyOAhA+1lX6u9pWLMxWYgyzYQEgmMzNTlRclEN9Q25Vt/RoXk6S6UgAACDIbAzs+1i5iIfZgHA2rs6P5uZmfeQjH7H2fqxYsUJbt261Ch+XX3659fX//d//1apVq7RmzRotW7bMGnf16KOPTlV2BLEoh11Xl+Yed5MQAMJl5NUTgZFXq1yMvAKAYOOw21RaEFh6XsvoKwAAcLzBEbee39dinVcuZOQVEM7GVfy47777dPjwYWvMla8QsmHDhrHCh09sbKx+/OMfq729Xb29vVbhg30fkWt14KbgkzsaNez2mI4DAJNie02Hao/1KyHaoUsXcKEMAME8+qqylqXnAADgeK9Ut6t3yK3spBiV5vt3hQEIT6e98wN4J+cVZygzMUYdfcN64UCr6TgAMCnWVTSMtUfHRTtMxwEAnICrkKXnAADg5COvfGOM7Xab6TgAphDFD0zpyIFryvydP+sDNwsBIJR5PF49UeUf5cfIKwAI/s6PXfVddCADAIDjxhhv3N1snVeUsO8DCHcUPzClVpf7bw4+s7NRA8Nu03EA4LRsPdyupq5BJcU6tWx+puk4AIB3MDM93vpePTji0b6mbtNxAABAkNjT2K26jn7FOO26aC7v6YBwR/EDU2rJjDTlJseqe3BkbJkUAISq9YFF51cuzlWMk5FXABCsfCMsxkZfsfQcAAD8zcirpfMyGWMMRACKH5jyN56rXHnH3TQEgFA04vboz1UNx3W1AQCCV1nB6NJzih8AAMBvw+jIq4WMvAIiAcUPTLlVgZuEG3Y3qX+I0VcAQtMr1e1q6x1SWnyULpyTYToOAOBdlI91fnSYjgIAAIJAc/eAttf4rwtWlGSbjgNgGlD8wLS88SxKj1PfkFt/2eOvsANAqFlX4V90fnVZnqIc/PEJAMGuLFD82NvYze45AACg5wL3pHyjMbOTY03HATANuHuDKWez+UZf5R938xAAQsnQiEdP7Wy0zqOj/AAAwa0gNU4ZCdEa8Xi1u6HLdBwAABAsI69KGHkFRAqKH5gWqwPFj+f2Nqt7YNh0HAAYlxcPtKqzf1hZSTE6bzYjrwAgVB7AGe3+qKpj7wcAAJHM1wX6wv5W67xiISOvgEhB8QPTYmFekoqzEjQ44rF2fwBAKBntWru2LE8Ou810HADAKXIV+peeV9RQ/AAAIJK9fLBN/cNu5aXEanF+suk4AKYJxQ9M++ir9RUNpuMAwLieEHpml79ou7qckVcAEEpcBaOdHyw9BwAgko0+iOvr+vDdowIQGSh+YNqsDszJf35/izr7GH0FIDRs2tuinsER5afE6syiNNNxAADj4Fto6nOguUe9gyOm4wAAAAO8Xq82ju77WMi+DyCSUPzAtJmXk6SS3CQNu716OrA4GACC3frKwMgrV57sjLwCgJCSnRyr3ORYebzSznqWngMAEIl81wCNXQOKj3bogmJ2OAKRhOIHptXqcv/oq3WBm4kAEMz6hkbGnhAa/f4FAAgto0vPK2sZfQUAQCSPvLp4bqZioxym4wCYRhQ/MK1WBUZfvXSwTW09g6bjAMBJ+QofvqV4M9LjVRaYGw8ACC3lY8UPlp4DABCJRh9oW8nIKyDiUPzAtJqZkWDNXnZ7vHpyB6OvAAS3dRX1Y4vOWYoHAKGprDDVeq2qo/gBAECkaeoasK4BfG/nLi3JNh0HwDSj+AFj3R+jNxUBIBh1Dwxr074W67zKxcgrAAhVrkDn3qHWXnX2D5uOAwAADHR9nFGUqqykGNNxAEwzih+YdtcGbiK+drjdqsADQDB6dleThkY8mpudqJLcJNNxAAATlJYQraL0OOu8g+4PAAAiysbAvg9GXgGRieIHpl1BapyWzEyT1ys9UdlgOg4AnNBod5qvW42RVwAQ2lyB0VcVLD0HACBi9A+59cKBVuu8YiEjr4BIRPEDRkdfra9k9BWA4NPRN6Qt+/0XyYy8AoDwGX1VxdJzAAAihq/wMTjisR7CXZBDNz8QiSh+wIhry3xPUktvHO1Q7bE+03EA4DhP7WjUiMerhXnJ1tgrAEB4dH5UUvwAACACR15l080PRCiKHzAiOzlW581Ot86MvgIQbNYHvi+NdqkBAEJbaUGy9eBNXUe/WnsGTccBAABTzOPxauMe/7LzFez7ACIWxQ8Ys7rcP0pmHaOvAASRlu5BvXTQP/JqNSOvACAsJMVGqTgzwToz+goAgPBXVddpvbdLjHHqvGL/w7cAIg/FDxhzdWmeHHabdtR16XBrr+k4AGB5akeDPF6pvDBFMzLiTccBAEwSRl8BABB5I6+Wzc9UjNNhOg4AQyh+wJj0hGhdNDfTOrP4HECwWFfRcFx3GgAgPLgK/UvPK2s7TEcBAABT7NndgZFXJYy8AiIZxQ8YNTpPf/RmIwCY1NDZr61H2q3zNWXs+wCAsCx+1HXK6/WajgMAAKaIb8fX7oYu2W3SpSXZpuMAMIjiB4y6cnGuohw27W3q1r6mbtNxAES4Jyob5Lsfds6sNOWnxpmOAwCYRIvyUqyRq775341dA6bjAACAKfKXwMirs2akWVNHAEQuih8wKiUuSsvnZ1nn9RWMvgJg1vpKfxfaKhadA0DYiYt2aF52onVm7wcAAOFrw+jIq4WMvAIiHcUPGDd6k9F305ERBABMqWnv0/aaDqs1+uqyXNNxAABTgL0fAACEt97BEb18sM06X76IkVdApKP4AeNWLspRjNOu6tZe7azvMh0HQIR3fZxfnKHspFjTcQAAU8BVmGq90vkBAEB42rK/VUNuj2ZmxGtOlr/jE0DkovgB4xJjnLossIBq9OYjAEy39ZX+0Xuryxl5BQDh3vlRxdJzAADC0obAvo8VJTmy2Wym4wAwjOIHgsLozUbfzUfeiAKYbtUtPVbnmdNu01WLGXkFAOFqQW6Soh12dfQNq6a933QcAAAwidwer57b49/3sXIhI68AUPxAkLh0Qbbiox2qPdZvzdwHgOk02nV20dxMpSVEm44DAJgiMU6HSvKSrHNlHdecAACEE9/9pLbeISXFOnXO7HTTcQAEAYofCApx0Q5dvijHOjP6CsB0W1fByCsAiLyl5+z9AAAgnGwMjLxaPj9LUQ5ueQKg+IEgssrlv+n4RGWDPB5GXwGYHnsbu7W/uccag3LFYn8RFgAQvlwFo0vP6fwAACCcbNztH3k1+nAtAFD8QNBYNj/Tak1s7BrQ60eOmY4DIMK6PpYvyFJybJTpOACAKeYq8nd+7Kjr4oEbAADCRE17n/Y2dctht+mS+ez7AOBH8QNBNYP5ysCi4dGbkQAwlbxer9ZX+r/frHLlmY4DAJgGc7MSFRtlV8/giKpbe03HAQAAk2BDYOTV2TPTlBLPQ20A/Ch+IKiMztt/ckeDRtwe03EAhLmd9V063NZn3QRbuZDWaACIBE6HXaX5o3s/GH0FAEA4jbzifR2At6L4gaBy4ZwMpcVHqbVnSK9Ut5uOAyDMjXaZrSjJUUKM03QcAMA0KWPpOQAAYaN7YFivHmqzzisWMvIKwF9R/EBQiXLYdVWpf/TM6CgaAJi6kVcN1nl1OSOvACCSlBey9BwAgHDx/L5WDbu9Ks5MUHFWouk4AIIIxQ8EndGbkE/uaNTQCKOvAEyNN452qK6jXwnRDl2ygKeDACASOz984w8ZtQoAQGjbGNj3QdcHgL9F8QNB57zZGcpKilFn/7BePNBqOg6AMDXaXXb5ohzFRjlMxwEATKPZGQlKinFqcMSjfU09puMAAIAJcnu8em4v+z4AnBjFDwQdh92ma8vyjpvHDwCTfYH8xNjIq3zTcQAA08xut6m0wN/9UVXH6CsAAELVG0eP6VjfsFLiorRkZprpOACCDMUPBKVVLn/x45ldTRoYdpuOAyDMbD3crubuQSXHOrV0XpbpOAAAA1yB0VcVLD0HACBkbdjlH3l16YIsOR3c5gRwPL4rICidNSNN+Smx6hkc0eZ9LabjAAgzo11lV5XmKtrJH4UAEIlcgaXnVRQ/AAAIWRvG9n0w8grA23HHB0E7iuDaQPcHo68ATCbfYtundjRa51UuRl4BQKR3fuxp7NLgCJ3GAACEmsOtvTrY0iun3ablC+joB/B2FD8QtEbn8G/c3ay+oRHTcQCEiZer29TWO6T0hGhdOCfDdBwAgCGFaXFKi4/SsNurPQ3dpuMAAIAJdn2cOztdybFRpuMACEIUPxC0ygpSNCM9Xv3DbqsAAgCTYbSb7OrSXGbCAkAEs9lsKguMvqqsZek5AAChZvRe0UpGXgF4B9z1QVC/IR1dfL6+ktFXAE7f0MhfR16NdpcBACJXeWD0VSV7PwAACCmdfcN67XC7dab4AeCdUPxAUBu9Ofnc3hZ1DwybjgMgxG3Z36KugRFlJ8XonFnppuMAAIKg09inqo7iBwAAoWTTvma5PV7Ny07UjIx403EABCmKHwhqJblJmpOVYD2t/ewu/yxHAJio9ZUN1uu1rjw57DbTcQAAhpUX+cde7WvqZsccAAAhOPJqBV0fAE6C4geCfvTVaPfH6Jx+AJiIgWG3ntnpH3m1ysXIKwCAlJMca3UDerzSrvou03EAAMApGHZ7tGnv6L6PbNNxAAQxih8IeqM3Kbfsb1VH35DpOABClO/iuHfIrYLUOJ01w/+kLwAArsDS8wr2fgAAEBJeP3zMGmecnhCtM2ekmY4DIIhR/EDQm5udqIV5yRrxePV04KltABivdRX+kVerXHlWVxkAAD6uwNLzqtoO01EAAMAp2LjbPxb90gXZjDMGcFIUPxASfDcr33rzEgDGo3dwRBv3+C+QGXkFADhR8aOSzg8AAIKe1+vVhkDxg5FXAN4NxQ+EhNWBm5UvHWxVa8+g6TgAQozv4nhg2KNZGfEqLUg2HQcAEIRjr6pbe9U1MGw6DgAAOImDLb063NanaIddS+dnmY4DIMhR/EBImJERr/LCFGsZ5ZNVdH8AGJ/1laMjr/IZeQUAOI5vXnhhWpx13kH3BwAAITHy6rzidCXGOE3HARDkKH4gZIyOqlkXuIkJAKfC9xTv5r0t1nl1OSOvAAAnGX1VR/EDAIBgtnF3s/W6cmGO6SgAQgDFD4SMawN7P7Yebldj54DpOABCxDM7mzTk9mhedqIW5CaZjgMACOLRV5UsPQcAIGgd6x3S60farfMK9n0AOAUUPxAy8lPjdPbMNHm90hOMvgJwitZX1luvdH0AAN6Jq4Cl5wAABLtN+5qtcegluUkqTIs3HQdACKD4gZAyevNyXYX/ZiYAvNuTQS/sb7XOqwLdYwAA/K3FgeJH7bF+tfUMmo4DAABOYAMjrwCME8UPhJSry3Jlt0nbazpU095nOg6AIPfUzkaNeLxalJes4qxE03EAAEEqJS5KxZkJ1rmKvR8AAASdoRHP2C5HRl4BOFUUPxBSspNidX5xhnVez+JzAO9itEuMkVcAgHdTNrr0nNFXAAAEndcOtatncESZiTEqD+zqAoB3Q/EDIWeVK/+4Of4AcCLN3QN6pbrNOjPyCgBw6kvPKX4AABBsNuxusl4vK8mS3TcSBABOAcUPhJyrSnPltNu0s75L1S09puMACFJPVjVay/DOKEpVUTrL8AAAJ+cKdH5U1XWYjgIAAN7C6/Vq4x5/8WMF+z4AjAPFD4Sc9IRoXTQ30zoz+grAOxntDqPrAwBwKhbnJ1u75Zq6BtXUNWA6DgAACNjf3KOa9n5FO+1aOs9/PwgATgXFD4Sk0fn9jL4CcCINnf3aeviYbLa/jsoDAOBk4qOdmpedZJ0ZfYVg8OKBVn3mt2/qQHO36SgAEBQjry6ak2H9eQ0Ap4riB0LSFYtzFO2wa19Tj/Y28mYAwPGeCHSFnTMzXbkpsabjAABCbPRVZS2jr2DW4dZe3fabbfpTRb0+cM8r2t3QZToSABizYRcjrwBMDMUPhKTk2Cgtm59lnen+APC31gWKH6vLGXkFAJhI8YPOD5gzNOLRZx56Uz2DI3LYbWrrHdKH7n1FO+r4fQkg8rT2DOrNGv9DCSsWZpuOAyDEUPxAyBq9qbmuot5afgUAPkfb+lRR02HNbb+qlOIHAODUuQpTxzo/uL6EKf/19B6rAJcaH6UnPnOxyotS1dE3rBvvfUXbAzcAASBSPLenWb4/kn27ufJS4kzHARBiKH4gZK1cmKPYKLsOt/VpZz1t4AD81lf5u8EunJOprKQY03EAACGkJC9JUQ6bjvUNq/ZYv+k4iEDP7W3WvVsOWef/t8alktxk3X/LuVoyM01dAyP68M9e1bYj7aZjAsC02bi72Xpl5BWAiaD4gZCVEOPUipKcse4PAPBZV+EfebXKRdcHAGB8YpwO62azD6OvMN2auwb0z7+vsM43XzBTVyzOtc5JsVH69T+cq3Nnp1ujsD5y32t6tbrNcFoAmHqDI25t2d9inVcy8grABFD8QEgbvbm5vrKB0QQAdKC5x1oI6rTbdFWp/4YBAADjUTa696OO8UKYPm6PV5/73XZrv8fCvGR9+ZqFb3vw65cfO0cXzc1Q75BbH/3FVr14oNVYXgCYDq9Ut1vf83KSY1Sa7//zGQDGg+IHQtqlJdlKiHaorqN/bAEWgMi1vtLfBbZ0XqZS46NNxwEAhKDy0eJHDZ0fmD53bz6olw62KS7Kof+78UzFRjne9nPio5267+ZztHx+lvqH3fqHX27V5n3+J6IBIBxt3N1kvV5WkiO7b6kjAIwTxQ+ENN+bgssXMfoKgKzuL18XmM8qV77pOACAEFVW4F96vqOuUx4PncWYer4dHv/z7D7r/PXrFmtOVuJJ3//89CNLrPEvgyMefeJXr4/dHASAcHt/t2GX//sbI68ATBTFD4S81eX+m5xPVDZY7eIAItPepm5r7FW0067LF7MMDwAwMfNzEhXjtKt7cESH2npNx0GY6+wb1md+u916H3PdGfl635LCU9pN85Obluiqxbkacnu09v5tempH47TkBYDpsruhW/WdA4qNsuuiuZmm4wAIURQ/EPKWzstScqxTzd2D2nq43XQcAIaMdn9dMt/3PSHKdBwAQIhyOuxanO9fel7F0nNM8VPNX3q00hrhOzMjXt96b6lstlMb6+J72ONHN55p7UAcdnv1yQffGBv/CQDhYLSr7eK5mSccBQgAp4LiB0Ke78L/ysX+xcZc8AOR6a0jr0a7wQAAmChXoX/0VUUtO+UwdR587aie3NGoKIdNP/rQmUoa58MbUQ67vv+BM3T9mQVW58hnfvumHn+zbsryAsB02rCn2XpdsZCufgATR/EDYWH0ZueTVY0acXtMxwEwzarqOnWkrc9aErqCebAAgNPkCiw9p/MDU2VvY7e+sW6Xdf7XK0vGCm4T6VT63vvKrXFZvgnAn//9dj38es0kpwWA6dXcPaCKGv8DCCtKeH8HYOIofiAsXDgnQ+kJ0WrrHdLL1W2m4wCYZqNdH77CR3y003QcAECYFD921HfyYA0mXf+QW5968A1rYfny+Vm65eLZp/XrOew2fXeNSzeeN0Ner/Qvf6jUg68e/f/t3Qd4VuX5x/Ff9h5kBxL2CpCEPQRRBDe4q+CqdS+sVmvVWm1rra1dVq17tQ6GdZU4KssBskcS9oYAmYRsMt/8r/O8CX+pi5HkvOP7ua5cOYkxuWvh5LzP/Ty/u83qBYCOtrDl1EdmSpQSIoPtLgeAG6P5AY9g7Xg6e1DSEbn/ALyDw9GsrJa/95MziLwCAJy4nnHhCgv0U22DQ9uKq+wuBx7mt1nrtbWoSvERQfrLpZny9T26OR/fx/oej14wSNec1N18/MB7ufrXkl1tUC0AdLy5G4i8AtA2aH7AY7Quen6yrkD1jezQA7zFmryD2l9eq/Agf53aL97ucgAAHsBaSB7UxXn6I4foK7ShD3PyNWN5nqy55ta8jrjwoDb73taw9IenDNANJztPkjz0wXq99OWONvv+ANARahuatGhbsbkm0hjAiaL5AY8xskeMEiKCVFHbqC+3On9RAvB8c7KdkVdnDEhUcICf3eUAADxEZqpzBkMOQ8/RRvJKa3Tfuznm+tZTe2ls77g2/xlWA+SBc9LM97f87sONevaz7W3+cwCgvXy1vcScvOwcFawByZF2lwPAzdH8gMewsm7PSU8+Iv8fgGdrcjTrw1zn3/fJmc6//wAAtIX0lpMfDD1HW2hocmj6jDWqrG3U0K7RunNS33b7WVYD5Odn9tOdk/qYj//4ySY9OX9ru/08AGhL8zY6I69OS0sw9zMAOBE0P+BRpmQ6o6/mbig0RyUBeLZlOw+ouLJOUSEBGtebyCsAQNvJTHGe/NiYX0mkKk7YX+du0dq8MkUE++vvU4cowK99X4pbC4ZWg8VqgrT+/L98ulnN1kR0AHBR1j1qQUvzYxLzPgC0AZof8CjWLqou0SGqqmvUZ5udvzABeK7WU15nDUxSoD+/0gAAbSc1JkTRoQGqb3Joc0Gl3eXAjVmRvK3RU3+8OEOpMaEd9rNvm9BbD5zT31w/tWCb/vDJJhogAFzW+v0VKqioVWign0b3jLW7HAAegJUieBRrh9O5Gc7omzlEXwEeHx/xybqCI059AQDQls+VrdFX2cz9wHGyTqjeNSvbXF8+quvhmN6OdOP4XmYQuuX5z3fokayNNEAAuCQrxcNycp845jkCaBM0P+BxpmQ4F0HnbyxUdV2j3eUAaCdfbT+g0up6xYYFanTPGLvLAQB4oIwU5n7g+Dkczbr77WyVVNWpX2KEHprsbEDY4Sdje+h3Fwwy168s3qmHPlhv6gMAVzJ/k7P5MZHIKwBthOYHPM6gLpHqFhuq2gaH5m8i+grwVFnZ+817awelfzvnZgMAvFNGy9wPTn7geLz45Q59saVYwQG+euryIbbvYr5ydDc9fnGGrPnBry/drQfey6UBAsBlFJTXat2+CnOPOq1/gt3lAPAQrBbBIyMKWk9/zGlZHAXgWeoam/TJemfk1eSWqDsAANrr5MfWoiodqm+yuxy4EWu4+Z/+u9lcPzR5oPomRsgVXDoiVX/5UaZ8faSZK/L083/nqIkGCAAXOvUxODVaceFBdpcDwEPQ/IBHmpzpXAz9fHOxKmob7C4HQBv7ckuJKmsblRgZpBHdibwCALSPpMhgxUcEmcXhDflEX+HoWK8/7pixRo2OZp2bnqxpI1PlSi4amqInpg6Rn6+P3lm9Vz+bvVaNTQ67ywLg5eZvdCZ3TCLyCkAbovkBj2Rl6vZJCFd9k0OfrnfuHgDgOebkOE91nZveWb7W1kUAANrpRHFGy9DzHOZ+4ChYg8R/+d467SmtUZfoEP3+onTz58jVnJfZWU9PGyJ/Xx99sHa/7pi5Rg00QADYpKa+UYu3lZhrmh8A2hLND3gk6wXG5Jboq6yWRVIAnsGKHZm3ofCIU14AALSX9JboK5ofOBpvr9xronetUxXWnI+okAC5qrPTk/XslcMU6Oerj3ILdOubq020KAB0tEVbS1TX6FBKpxD1TQy3uxwAHoTmBzxW66Ko9Uv0YHW93eUAaCMLNxepur7J7KYckuocRAsAQHvJbBl6nsPQc/yAbUWVeug/68z13Wf01dCuneTqTh+QqOevHqZAf1/N3VCom19fpdoGGiAA7Iu8csXTcgDcF80PeKxe8eEakBxpsnZbByMDcH+tp7msBicPxgCAjjr5saOkWpXMksN3sBoGt7+1RrUNDo3rHaebx/eSu5jQL0Gv/HiEggN8tXBzsW7410pz0hYAOoLD0az5m5zNj4lpCXaXA8DD0PyAV5z+IPoK8AxVdY1a0PJgPKUl2g4AgPYUFx5kThs2N0vr9lXYXQ5c1O8/2qhNBZWKCw/UXy/LdLuZZOP6xOnVa0YqNNBPX24t0bWvrTAZ/ADQ3nL2laukqk7hQf4a1SPW7nIAeBiaH/BorYujS7YfUHFlnd3lADhB8zcWmh2VPeLCNLBzpN3lAAC8RPrhoedEX+GbPllXoH8t2W2u/3LpYCVEBMsdjekVq39dO9IsQC7ZcUA/fmW52XgCAO39Gs8yvm+cieADgLbEXQUeLTUmVJmp0XI0Sx+vy7e7HAAnaE628+/xlAwirwAAHScjtaX5sY+h5zjSvrJD+sU7Oeb6xvE9dUrfeLmz4d1j9K/rRioi2F8rdh3UVS8vUwVxbwDa0byvzfsAgLZG8wMez1oktczJJvoKcGflhxr0+Rbng/HkTCKvAAAdJ6OLc+h57l6aH/h/jU0O/XTGGvOMkpkSpXvO6CdPYA1qf+v60YoKCdCaPWW68qVlKqupt7ssAB7aQN6YXyErKdCaPwQAbY3mBzzeuS3ND2vnUn75IbvLAXCcPl1foIamZvVLjFDfxAi7ywEAeGHs1Z7SGh2sZhEYTk/O36qVuw+amKinpg31qLiW9JQozbhhtGLCApWzt1yXv7hMpfzZB9BOkVfDunVSp7BAu8sB4IE85+kM+A7JUSEa2T3GXH+YQ/QV4K7mtPz9ndzS0AQAoKNEhQaoe2youc4l+gqSvtpeoqcWbjPXv78oXV1b/nx4kgGdI00DxBriviG/QtNeWGqGEgNAW0deTSTyCkA7ofkBrzA5syX6iuYH4JasnYaLt5WYayKvAAB2yEhxRl8x9BzWc8lds9aquVm6dHiKzvPgZ5N+SRGaeeMYJUQEaXNhpaa+sFRFFbV2lwXAA1TVNWrp9gPmelIakVcA2gfND3iFswclmwzJ7Lwy7TlQY3c5AI7Rx+vy1eRo1qAukeoRF2Z3OQAAL5SR0jL0nLkfXq25uVn3vJ2twoo69YoP06/PGyhP1zshXLNuGqPkqGBtK6rSZS8sJU4YwAlbtLVY9U0OdYsNVa/4cLvLAeChaH7AK8RHBGlMr1hznZXL4HPA3WRlt0Zeee7OSgCAu5z8oPnhzV5ZvEsLNhWZ+R7WnI/QQH95A2vzyeybxqhLdIh2llTrsueXau9BNpUBOPHIq0lpifLx8bG7HAAeiuYHvMaUlkXT1kVUAO7BilZYutN5HPrcdOZ9AADsMbBzpDlJXFBRS+yPl1q3r1x/+HijuX7w3DQzE8ObpMaEavbNY9Q1JlR7SmtMA4RT9QCOh3Wqf+Gm1nkfRF4BaD80P+A1zhqUJH9fHzOsb3txld3lADhKH+Xmm0ztIV2jzYtuAADsEBbkb+J/LJz+8M5s+ukz1qihqVlnDEjUVaO7yRtZJz+sEyA948K0r+yQLn1+iTkJAgDHYm3eQR2orldEsL9GdI+xuxwAHozmB7xGdGigxvWJM9ec/gDcR1ZO/hGntwAAsEt6l5boq300P7zNQ++vM4v8naOC9fglGV4d0ZIUFayZN45Wn4RwcxLqsueXaFtRpd1lAXDDyKtT+yUowI+lSQDthzsMvErr4umcnP1mWCEA17a/7JBW7j4oa33h3AwirwAA9spMbR16XmZ3KehA76zaq3fX7DOxZ09MHWI2VXm7hMhgzbhxtPonRaiosk5TX1iqzQU0QAAcnfkbC837SUReAWhnND/gVU4fmKhAP19tK6rS5kIezgFX92HLqY+R3WOUGBlsdzkAAC+X3sXZ/MjdW85GGi+xo7hKv/pgnbm+c1JfjexBPEuruPAgzbhhtJmHU1JVr6kvLNH6/ZyKAvD98kprtKWwSn6+Pjq1L80PAO2L5ge8SmRwgE7tF2+u52Tvt7scAD/AOqVlmZxJ5BUAwH5pyZFmhpyVU27NO4Bnq2tsMnM+auqbNLpnjG6b0NvuklxOp7BAvXX9aGWmROlgTYMuf3EZJ6MAfK95Lac+RnTvpKjQALvLAeDhaH7A67QuolpzBNixB7iu3QeqzUBZK2Li7EFJdpcDAICCA/zULyni8OkPeLY/frxZ6/dXqFNogJ64bIjZpYxvshYvX79+lIZ2jVb5oQZd8eIyrd5z0O6yALio+S3zPialJdpdCgAvQPMDXsfKlAwJ8NPuAzXKZVgl4PKDzsf2jjOxCgAAuIKMFGf0VTbND4/Po39l8U5z/ecfZZoh3/j+E/b/um6UiSqtrGvUVS8t04pdpXaXBcDFVNQ2aOmOA+Z6Is0PAB2A5ge8Tmigv05rGarVurgKwPW0RtNNZtA5AMCFZKREm/e5+4j28VQF5bW65+1sc/2Tsd1ZoDtK4UH+eu3aETqpV6yq65t09cvLtWS7c5ETACxfbClWo6NZPePD1CMuzO5yAHgBmh/wSlMyOh8epuxwEH0FuJptRZXaVFCpAD8fnTmQyCsAgOsNPbeiGXmO9DxNjmb9dOYaM7/CGuR939n97S7J7TaavXLNCJ3cJ06HGpr0k9eW68utxXaXBcBFEHkFwKWbH4899phGjBihiIgIJSQk6IILLtDmzZuP+JpTTz1VPj4+R7zdfPPNbV03cEKsoefWziRrUOWaPPJoAVczJ9t5KuvkPvGKDg20uxwAAA6zZn4E+vuqsrZRu0tr7C4HbewfC7dp2c5ShQb66alpQxTk72d3SW45G+fFq4frtP4Jqm1w6Lp/rtTCTc4FTwDeq7HJoYWbnfeCif2daRwA4FLNj88//1y33Xabli5dqrlz56qhoUFnnHGGqqurj/i6G264Qfn5+YffHn/88bauGzjhB/LTByQescgKwDU0NzcrK8cZeTUlk8grAIBrCfDz1YDkSHOds5foK0+yfGepnpi3xVz/7oJB6hkfbndJbv1667krh+mMAYmqb3ToxtdX6tP1BXaXBcBGq/eUqaymQdGhARrWrZPd5QDwEsfU/Pjkk090zTXXaODAgcrMzNRrr72mPXv2aNWqVUd8XWhoqJKSkg6/RUY6Xxx8m7q6OlVUVBzxBnSE1kXVD3PzzfF2AK5hY36lthdXm121HIcGALiizJT/j76CZyirqdedM9fIellw0ZAuumhoit0luT3rWe4fVwzVuenJamhq1q1vrtZHuWw8A7zV/I2F5v2Efgny9yOFH0DHOKG7TXm582E/JibmiM+/+eabiouL06BBg3T//ferpqbme6O0oqKiDr+lpqaeSEnAURvXO15RIQEqrqwzu7wAuIbWUx+n9UtQRHCA3eUAAPAN6a1Dz2l+eMyp03v/naP95bXqHhuq314wyO6SPOqk1N+nDtb5gzubIcfTZ6zRB2v32V0WABvMbWl+TEwj8gqAGzQ/HA6H7rzzTo0dO9Y0OVpdfvnleuONN7Rw4ULT+Hj99dd15ZVXfuf3sb7GaqK0vuXl5R1vScAx70Q6q2WQ8pyWxVYA9i8+tP59nEzkFQDAxU9+rNtfzgliD/DG0t36dEOhAvx89PTlQ81sQLQda4f3Xy8drEuGpZi/L3fNWqt3Vu21uywAHWhnSbV2FFfL39dH4/vG210OAC9y3E911uyPdevWadGiRUd8/sYbbzx8nZ6eruTkZE2cOFHbt29Xr169vvF9goKCzBtgB2txddbKPH2yrkC/OW+g2ZkEwD5WfEhe6SEzZNQakgkAgCuyZkFYv6tq6pu0vbhKfRMj7C4Jx2nD/go98uFGc33f2Wka1MXZ2ELb8vP10eMXZ5gG04zlebrn39lqdDh02YiudpcGoAMjr0b1jFEkp/sBdKDjWum9/fbblZWVZU53pKR8fxbqqFGjzPtt27YdX4VAOxrTM1axYYEqra7XV9sP2F0O4PXmZDtPfUxMS1RoILsuAQCuu5DbukiencfQc3dVU9+o6TNWm4Hc1qaLa8d2t7skj+br66NHL0jX1WO6qblZ+sU7uXp96W67ywLQAea1Rl71Z6YjABduflhxJFbj47333tOCBQvUo0ePH/x31q5da95bJ0AAVzyCfXa6M/oqq2XRFYA9HI5mfdgyBHNyBr8zAACuLaOl+ZG7j7kf7urX/1mv7cXVSowM0p8uyZCPj4/dJXlFA8Q6cX/dOOdawq/eX6dXFu20uywA7ai8pkErdh0015PSaH4AcOHmhxV1Zc3zeOuttxQREaGCggLzdujQIfPPrWirRx55RKtWrdKuXbv0n//8R1dffbXGjx+vjIyM9vrfAJyQKRmdzftP1heorrHJ7nIAr7Vqz0Hll9cqIshfp5ADCwBwcRmpzqHn2Qw9d0v/yd6v2Sv3yup3/O2ywYoNJ4q5o1hNpgfPTdPNpzhjsX+btUHPf77d7rIAtJPPthSZeT99E8PVNTbU7nIAeJljan48++yzZij5qaeeak5ytL7NmjXL/PPAwEDNmzdPZ5xxhvr376+7775bF198sebMmdNe9QMnbET3GLPbq7K2UV9uKbG7HMBrtZ6+On1gooID/OwuBwCAozr5sTG/wsQmwX3sOVCjB97NNdfTJ/TWSb3i7C7JKxsgvzirn+44rbf5+LGPN+npBVvtLgtAO5i3sehwtDEAdDT/Y429+j6pqan6/PPPT7QmoMOPXp+TnqxXF+9SVs5+TRrAL2Sgo1k7gT7MLTDXUzKdp7EAAHBl3WJDFRnsr4raRm0prGRQtpuwGlXWnI+qukaN6N5Jd0zsY3dJXt0A+dkZ/RTg56u/zN2iP3+6RfVNzbprUh8iyAAP0dDk0Gebnc2PSWkJdpcDwAsd18BzwNO0LrbO3VCo2gair4COtmzHAZVU1Sk6NEDjerP7EgDg+qzF2YwUZ/RVDtFXbuMvn242UWVRIQF6YuoQMwMQ9po+sY/uO7u/uX5y/lY9/t/NP7jxEoB7WLGr1KRsxIQFanBqJ7vLAeCFeNIDJA1JjVaX6BBV1zdp4SbnrgQAHWdOjnPQ+dmDkszuPwAA3EF6ivO0R87eMrtLwVGwdh8//8UOc/3HizPM8z9cgzX/41eTB5jrZz/brkc/3EgDBPAA81siryb0S5CfLye6AHQ8VpiAlp17kzOTzfWcHOfcAQAddxT643XO5sfkDCKvAADuI/Nw84OTH66uqLJW97ydba6vGt1NZw1Ksrsk/I/rxvXQI+cPNNcvLdqpX/9nvRwOGiCAu7IamPM3FpprIq8A2IXmB9BiSsui64JNRSYDGEDHWLytRGU1DYoLD9LonrF2lwMAwFFLb4m92lxYSXSqC7MW0H82K1slVfXqnxShX56bZndJ+A5XjemuP1yULmvkxz+X7NYv319HAwRwU9uLq7XrQI0C/Xx1ct94u8sB4KVofgAtBnaOVI+4MNU2OA7vTgDQ/uZkO099nJOexFFoAIBb6RwVrLjwQDU5mrUhv8LucvAdnvtiuxZtK1FIgJ+evnyIggP87C4J32PqyK760yWZsh4LZyzfo3vfyTF/xwC4l9Z1ldG9YhUe5G93OQC8FM0P4OvRVxnJRyzGAmhfdY1N+nR9gbkm8goA4I7Pj+ldWqKv8pj74YpW7T6ov3y6xVz/+rwB6p0QYXdJOAqXDEvR3y4bbDbG/HvVXt09e60amxx2lwXgGMwj8gqAC6D5AXzNlEzn4uvnW4pUfqjB7nIAj/f55mJV1jUqKTJYw7t1srscAACOWUZL9FXOPuZ+uBrref6OGWvMqQHrOf/S4al2l4RjcP7gLnpy6hD5+/ro/bX79dNZa82sOACu72B1vWk+W07rT/MDgH1ofgBf0zcxQn0Tw9XQ1Hx4NzqA9pOV4zxldW5GsnyJvAIAuKGMlqHnuQw9d7lBuw+8m6t9ZYeUGhOiRy8cZE7qwL1Yz4jPXDFUAX4++jAnX7e/tVr1jTRAAFe3cHORrLQ6a85SSqdQu8sB4MVofgDfMfh8TsuiLID2cai+6fBR6NZTVwAAuJv0lubHtuIqVdU12l0OWsxckacPc/PNqYGnpg1VZHCA3SXhOJ0xMEkvXDVcgf6++u/6Qt3yxirVNjTZXRaA7zF/Y5F5Pykt0e5SAHg5mh/A/5jcsgi7eFuJSqvr7S4H8FgLNhWppr7J7MbMbFk4AgDA3SREBCs5KljNzdJ6oq9cwpbCSv36P+vN9c/P7KfBqc5oMrivCf0T9NLVwxXk76v5m4p04+s0QABXZZ3O+nxLsbmeNIDmBwB70fwA/kePuDAN7BxpsoE/WUf0FdBesnL2Hx50TgwFAMAToq9yiL6ynbUgbkUj1TU6NL5vvG44uafdJaGNWP9/vnrNCIUE+OmLLcW69rUVqqnntBXgapbvLDUnIeMjgpTRhU1uAOxF8wP4Fq0RPHOynYuzANqW9TBsnfywTM5ItrscAABOCEPPXcdvszZoS2GV4sKD9JcfZTJTzMOc1DtO/7x2pMIC/fTV9gO65tUVxM0BLqY12vi0fgncgwHYjuYH8C3OTXcuxi7deUBFFbV2lwN4nHkbCs2OzJ7xYRqQHGl3OQAAtNHJjzK7S/FqH+fm661le8z13y7LNLuO4XlG9ojRv64bpYggf7PD/OqXl6mitsHusgBIam5uPtz8mJiWYHc5AEDzA/g2qTGhGtI12mQ3f5TL4HOgrbWeqiLyCgDgCdJbYj12H6hReQ2LsHbIK63Rve/kmOtbTu2lk/vE210S2tGwbp30xvWjFBnsr9V7ynTVy8v5uwe4AOvk3d6DhxTo76txfeLsLgcAaH4A38ValLVk5dD8ANqS9cL0i63OAXhTiLwCAHiA6NBAdYsNNdc5+zj90dEamhz66cw1qqxtNBuYfnZ6X7tLQgfITI3WWzeMVqfQAGXnlenyl5bqYHW93WUBXq311MfYXrEKDfS3uxwAoPkBfF/0lbUhfeXug9pfdsjucgCP8d/1BWpoalb/pAj1SYywuxwAANr09AdDzzveE/O2mN3/VgzSk1OHKMCPl7neYlCXKM24cbRiwwK1fn+Fpr24VCVVdXaXBXit+S3Nj0kDEu0uBQAMngqB75AUFawR3WPM9Yec/gDazJyc1sgrTn0AADwHcz/ssXhbiZ75bLu5/sPFGSa+Ft6lf1KkZt442sx42VRQqWkvLFVRJXMbgY5mNR7X5Dl/B07sT/MDgGug+QF8jymZnY9YrAVwYg5U1emr7QeOiJYDAMATZKREm/e5nPzo0IW2O2etNXP6po1M1blsrPBa1mniWTeOVlJksLYWVWnq80tVUE4DBOhICzYVmfvxoC6RZjMpALgCmh/A9zh7UJJ8fZzxBbsPVNtdDuD2Pl5XoCZHs4kG6R4XZnc5AAC0afyOFZm6v7xWxZXE7rQ3h6NZ97ydbf5b90kI10OTB9pdEmzWMz5cs24arS7RIdpRUq3LXliifcQXAx0eecWpDwCuhOYH8D3iwoN0Uq84c83gc+DEZbWcopqSyc5MAIBnCQ/yV6/4cHOdy9Dzdvfyop36bHOxgvx99dTlQxQS6Gd3SXAB3WLDTAMkNSZEuw/U6LLnlyivtMbusgCPV9vQpC+3lpjrSWk0PwC4DpofwA9oXaSdk030FXAiCitqtWxnqbk+l8grAIAHymgZep6dR/RVe7Lmqjz+303m+leTB5iZD0CrlE6hmn3TGPWIC9Peg4dMA2RXCaf4gfa0dMcB1dQ3KTEyyMReAYCroPkB/IAzBybJ39fHDM/bVlRpdzmA2/ooN99kwA7r1snEEQAA4KlDz3P30fxoL5W1DZo+Y40amppNRO0Vo7raXRJcUHJUiBmC3is+zETRXfr8Em0rqrK7LMBjzd9YZN5PTEuUj5UBCQAuguYH8AOiQwM1vm+8uZ6TTfQVcLxaT09NZhgpAMBDpbcMPbdOJjRbHX+0Keu/6YPvrzNxRtZGij9clMEiG75TYmSwZt44Rv0SI1RUWaepLyzVlkI2swHtcW9unfcxKS3B7nIA4Ag0P4Cj0LpYa80r4IUscOz2HqzR6j1lZhDsuek0PwAAnmlg50j5+fqopKpe+eW1dpfjcf69aq8+WLvf/Dd+ctpgRYUG2F0SXFx8RJBm3DhaA5IjVVLlbIBs2F9hd1mAR9mQX2FOWAUH+B6emQoAroLmB3AUTh+QqEB/X20vrtbGfHYLAcfqwxznqalRPWKUEBlsdzkAALSL4AA/9U2MMNc5e4m+aktWZNFDH6w31z87va+GdYuxuyS4iZiwQL11wyild4lSaXW9pr24VLn8/QTaPPJqXO9483sQAFwJzQ/gKEQEB2hCv/jDpz8AHJuslubHZAadAwA8XGbL3A8r+gpto7ahycz5ONTQpJN6xermU3rZXRLcMMr4jetHaUjXaJUfatDlLy3Vmj0H7S4L8AhEXgFwZTQ/gKM0JdO5aDuH6CvgmOwqqTaDX62ICmswKQAAniydoedt7g8fb9LG/ArFhgXqb5cNNs8UwLGKCgnQv64dqRHdO6mytlFXvbxcK3eV2l0W4NaKKmqV3XKS6rT+ND8AuB6aH8BRsn6RhwT4Ka/0EDEGwDFoPS1l7dSMDQ+yuxwAANpV5uGh5+VsmGkDn64v0Gtf7TLXf7400wyxBk7kRP9rPxmp0T1jVFXXqKtfWa6lOw7YXRbgthZsckZeZaZGE28MwCXR/ACOUmigvya2HOOck030FXCskVetp6cAAPBk1syPQD9fE62zp7TG7nLc2v6yQ7r3nRxzff24HprQj13FOHFhQf569ZqROrlPnGrqm3TNq8u1aGuJ3WUBbmley7yPSZz6AOCiaH4Ax6B18fbD3Hw5HOzkA37I1sJKbSqoVICfj84cQOQVAMDzBfr7Kq1zpLlujQLBsWtscujOmWtVVtNgBlXfe1Z/u0uCBwkJ9NOLVw83cx1rGxy69p8r9Nlm5yIugKOfx7RoW7G5npiWaHc5APCtaH4Ax+CUvvGKCPJXfnmtVjMgD/hBc1pOfVh/d6JCA+wuBwCADpHRpWXuB0PPj9tTC7Zp+a5ShQX66alpQ0xTCWhLwQF+eu6qYTp9QKLqGx268V+rNG+Dc3AzgB+2eFuJaR52jgpWWnKE3eUAwLfiCRI4xgfk0wc6dzQQfQV8PyvnPKvl78nkDCKvAADeI6Nl6DknP46PNYPhqQVbzfXvL0pX97gwu0uChwry99MzVwzVOelJqm9y6OY3VumTdc7NOwCOLvLKOvXh4+NjdzkA8K1ofgDHaErLIu6HuQVqIvoK+E4b8iu0o6RaQf6+mjSAY9AAAO+R0TL0fP2+cp4Xj9HB6noTd2X9Z7tkWIrOH9zF7pLg4QL8fPXk1CE6L7OzGh3Nuu2tNWx0A45io9uCTc6TUq2zUQHAFdH8AI7R2N5xig4NUElVnZbtOGB3OYDLmpPt3DV3Wv8EhQf5210OAAAdpld8mEIC/FRd36QdxVV2l+NWi2k//3e2Cipq1TM+TL85b6DdJcFL+Pv56m+XDdZFQ7uYhuVPZ67Re2v22l0W4LLW7atQYUWdQgP9NLpnrN3lAMB3ovkBHCMrb/isgUlHzDMA8C2RVznOHXNTMom8AgB430LqoC7Ooec5RF8dtde+2mViVAL9fM2cjzA2T6AD+fn66M+XZGrqiFRz8uhns7M1e0We3WUBLmneRuepj/F94k08OAC4KpofwHFoXcz9eF2+GpocdpcDuJy1eWXae/CQ2Qk0oR/HoAEA3ie9izP6Koeh50dl3b5yPfbRJnP9wDn9NbCzc24K0JF8fX30+wvTdeXormpulu59J0dvLtttd1mAy5lP5BUAN0HzAzgOo3rEKC48UGU1DVq8rcTucgCXk9VyKmpSWqJCAtkJBADwPpmpzsX7nH2c/Pgh1XWNumPGGjNw2np2+PFJ3e0uCV7eAHnk/EH6yVjnn8NfvrdOry3eaXdZgMvILz9kYq+sGecT+tP8AODaaH4AxxllcPag5CPmGgBwcjia9WFL84PIKwCAt0rv4mx+bNhfwUnhH/DQB+u1o6RayVHB+tMlGfKxVtQAG1l/Bh+aPEA3je9pPv71nA168YsddpcFuIT5G4vM+yGp0YoLD7K7HAD4XjQ/gOPUuqj76YYC1TU22V0O4DJW7j5oBpVGBPtrfN84u8sBAMAW3WPDzO/CukaHthRW2l2Oy7KGSr+zeq98faQnLhusTmGBdpcEHG6A3Hd2f90+obf5+NGPNuofC7fZXRZgu/kt8z4mpiXaXQoA/CCaH8BxGt6tk5Iig1VZ26gvthB9BbRqHXR+5sAkBfkTeQUA8N7onNbTHww9/3Y7S6r14HvrzPUdE/toVM9Yu0sCvtEAuefMfvrZ6X3Nx3/672Y9MW+Lmq2BIIAXqqlv1OLtB8y1FVMIAK6O5gdwAi9oz81ojb5yLvYC3q6xyaGPcp2RV5Nb/n4AAOCtMlJah57T/Phf9Y0OM+ejur5JI3vEaPppfewuCfhOVnPu3rP6mesn5m3Vnz/dTAMEXmnR1hJz/06NCVHfxHC7ywGAH0TzAzgBrYu78zYW6lA90VfAsp2lKqmqV6fQAI3tTeQVAMC7ZaQ4T37k7iuzuxSX8/gnm5S7r1zRoQH6+9TB8rNyrwAXduupvfXguWnm+h8Lt+uxjzfRAIHXzvuY2D+R+UwA3ALND+AEDE6NVkqnENXUN2nBJudDAODNWk9BnTUoWQF+/IoBAHi31ubHpvxK1TawUabVwk1FemnRTnP9p0sylRwVYndJwFG5/uSe+s15A831C1/s0G/mbKABAq/hcDRrfsu6B5FXANwFK1PACbB2OkzO6HzEnAPAW1nHnz9ZX2Cup2QSeQUAQJfoEMWEBarR0axNBQw9txRW1Orut7PN9TUnddfpA1hAg3v58Und9fsL0831a1/t0oPvrzOLwoCny95bppKqOkUE+Zu4QgBwBzQ/gBPUushrnfyoqmu0uxzANou3laispkHxEUEa1YOBpQAAWBtlWk9/5Owl+qrJ0aw7Z65VaXW9BiRH6r6z+9tdEnBcLh/VVY9fkiEr9efNZXt037s55s834A2RV+P7xivQn+VEAO6BuxVwgqwXbj3jwlTX6NC8DYV2lwPYZk7L6adzBiWR2w0AQIuMLq3ND4aeP/vZNi3ZcUChgX566vIhCg7ws7sk4LhdOjxVf700U9Zj7+yVe/Xzt7NpgMCjWbNOLRPTEuwuBQCOGs0PoC2irzI7HzHvAPA2Vo75p+udD8NTWv4+AAAAa+5HtHnv7Sc/Vu4q1d/mbTXX1syEXvHhdpcEnLALh6ToyWlDzMafd9fs052z1qqhyWF3WUCb23uwxsQ3Ws2+Cf1ofgBwHzQ/gDYwJcMZffXF1mKV1zTYXQ7Q4T7fUmxi35KjgjW0aye7ywEAwGW0xl5tK6pStZdGpFrPxz+dudbsir9gcGddMizF7pKANmPNgPzH5UMV4OdjNsPdMWONmYUHeBIr5tsyvFuMOoUF2l0OABw1mh9AG+iTGKF+iRFqaGrWf1sGPgPeJCsn37yfnJEsXyKvAAA4LCEyWEmRwbLScNbvr5C3aW5u1i/eydG+skPqFhuq312Ybk5OA57krEFJeu7KYQr089XH6wp065urVdfYZHdZQJuZ2xLxTeQVAHdD8wNo48HnrXMPAG9RU994eN6NtfMNAAAcKd2Lh55bw6A/WV9gdsU/NW2IwoP87S4JaBcT0xL14o+HK8jf18xGuOn1VSYaFnB31gn/ZTtKD/85BwB3QvMDaCOti75fbT+gA1V1dpcDdOgR6EMNTeoaE3o42gMAAPw/bx16vqmgQr/N2mCuf3FW/8PzTwBPdUrfeL1yzQgFB/jqs83Fuv6fK3WongYI3NuXW4pV3+RQ99hQ9YoPs7scADgmND+ANtI9LkzpXaJMlrF11BnwFla2cWvkFTEWAAB8U0aqc9E/d1+5V50Mvf0t5+yDU/vF69qxPewuCegQY3vH6bWfjFRooJ8WbSvRT15b7rXzfuAZ5m0sOnzqg9d7ANwNzQ+gDVmLv5Ysoq/gJSprG7Rwc7G5npJJ5BUAAN/G2iBj2VlSrfJDDfIGv52zwQx5T4gI0p9/lMlMMHiV0T1j9fp1I03M29IdpfrxK8vNczPgbqzNnQs3O5sfk4i8AuCGaH4AbejclubHsp2lKqyotbscoEMG31k7Oq3jz/2TIuwuBwAAlxQTFqjUmBBzvc4LTn9Yp0JnrsiTtUH4icsGKy48yO6SgA43rFuM3rh+lCKC/bVy90Fd9fJyr2l+wnOszTuo0up6RQb7a3j3TnaXAwDHjOYH0IZSOoVqaNdoNTdLH+Xm210O0O6ycvIPn/rgCDQAAN8to4sz+irbw4ee55XW6IF3c831baf21km94+wuCbDN4NRozbhhtKJDA7Q2r0xXvrRMZTX1dpcFHLW5G5ynPk7tl6AAP5YQAbgf7lxAG2uN/mmdgwB4KuuF2xdbnJFXkzOIvAIA4PtkpDijr3I9eOh5Q5ND02esUWVdo4Z166Q7J/WxuyTAdoO6RJkGiHUCzJr7M+3FZTpQVWd3WcBRmb+x0LyfmJZgdykAcFxofgBt7Jx0a+iztHpPmfYerLG7HKDd/Hd9gRodzSbuqndCuN3lAADg0tJbmh85Htz8+MunW8zudise5e9TB8ufXcKAkZYcqZk3jjYRcBvzKzTtxaUqrqQBAte250CNthZVyc/XR6f2pfkBwD3xNAq0scTIYI3sHmOuP2yJBAI8PfIKAAAc3dDzfWWHVOKBu76t06DPfb7dXP/x4gwTBwvg//VNjNCsm0YrMTJIWwqrNPWFJcyJhEub13LqY0T3TooKDbC7HAA4LjQ/gHbQuhjcujgMeBpr0WbxthJzPYXIKwAAflBEcIB6xoeZayv6xpNYO9h/NjvbXF8xqqvOTk+2uyTAJfWKD9esG8eoc1SwthdX67Lnl2h/2SG7ywK+1fxNzubHpLREu0sBgONG8wNoB2cPSjJHQ60XtrtKqu0uB2hzH68rkKNZykyJUtdYdnYCAHA0MlOcQ89z8jyn+eFwNOtns9eajRH9EiP0q8kD7C4JcGnd48I066YxSukUol0HanTZC0uUV0pcMlxLRW2Dlu0oNdc0PwC4M5ofQDuIDQ/SSb1izXVWDoPP4XnmZDv/XDPoHACAY4++yt1XJk/xwpc79OXWEgUH+Orpy4coOMDP7pIAl5caE6rZN41Rt9hQ5ZUe0tQXlmr3ATbNwXV8vrnYzHfsFR9mGnYA4K5ofgDtpDUKiOgreJqC8lqt2OXcBXRuBrEWAAAcrcxUZ/Mje2+5mpub5e7W7DmoP/93s7l+eMpA9UmMsLskwG10jg4xEVhWHJ41C+jS55doe3GV3WUBxvyWeR+c+gDg7mh+AO3kzIFJCvDz0aaCSm0trLS7HKDNfJibL2u9Zni3TuZFGwAAODoDkqNMNKo1I6Owos7tI1Gmz1hjdgZbmyGmjki1uyTA7SRFBWvmjaPVJyHc3BOsEyC8doTdGpscWri52FxPpPkBwM3R/ADaSVRogMb3iTfXczj9AQ/SGuU2JZPIKwAAjkVIoJ9Z5LRk73Xf6Cvr1MoD7+Zq78FDZm7BYxely8fHx+6yALeUEOFsgPRPijCNUasBsjG/wu6y4MVW7T6o8kMNig4N0NCuzllVAOCuaH4A7ah1cTgre79HRBsA1jDGNXvK5OsjnZ2eZHc5AAC4nYyUlrkfe9136PnslXkm2tXf10dPThuiyOAAu0sC3H5m5IwbRmtQl0gdqK7XtBeXat0+971HwL3N31Rk3k/olyB/P5YNAbg37mJAO5o0IFFB/r7aUVKtDezegYdEXllG9Yg1u9QAAMCxSU+JduuTH1Ykz8P/WW+u7z6jn4Z27WR3SYBH6BQWqDevH63M1GiV1TTo8heXKjvPPe8TcG/zmPcBwIPQ/ADaUXiQv9ktYZmTTfQV3N+cbCKvAAA4EZmtJz/2ud/Q89qGJjPno7bBoZP7xOmm8T3tLgnwKFEhAXrjupEa1q2TKmobdeVLy/TVthK7y4IX2VFcpR3F1WZ+6fi+cXaXAwAnjOYH0FHRVzlEX8G97Syp1vr9FWZQ61mDiLwCAOB49EuKMItK1s7uvNJDcie/+3CDNhVUKi48UH+5NFO+Vg4mgDYVERygf107UiN7xKiyrlFXvrxMz32+ndeS6BDzNxYdPulv/VkEAHdH8wNoZ6f1T1BooJ8ZCLmWY8twY9bsGsu43nGKCQu0uxwAANxSkL+f0pIjzXXOPvd5NvxkXb7eWLrHXP/10sHEXwLtKCzI3zRALh6aIkez9IePN+mWN1arsrbB7tLgJZFXE9OcCRYA4O5ofgDtLCTQ73BWpjUYEnBXc3KczY/JGcl2lwIAgFtL7+KMvspxk6Hnew/W6N5/55hrK+pqfN94u0sCPF5wgJ/+/KMMPXrhIHNa7JP1BTr/6cXaUlhpd2nwUOU1DVq5+6C5Zt4HAE9B8wPoAK2LxR/m5Mthbd0B3MzmgkptKaxSoJ+vzhhI5BUAACcis2XoeY4bDD1vbHLozplrzfwBaxCzNeQcQMfw8fHRFaO6afZNY5QcFawdJdW64B+LD8/hA9rSZ1uK1ORoVt/EcKXGhNpdDgC0CZofQAc4pV+8IoL9VVBRe3gnBeBOrJk1FmunpzWIEQAAHL/0lqHn6/ZVuPzGmL/P32qeXyOC/PXU1CEK9OclJNDRhnTtpKzp43RSr1jV1Ddp+ow1+u2cDWpocthdGjzIvJZ5H5z6AOBJeHIFOijb+YwBSUcsIgPuwhqu2BrZNiWTyCsAAE5Un4RwBQf4qqqu0ezkdlVfbSvR0wu3mevfX5SurrHsBAbsEhseZOaA3HJqL/PxK4t36vIXl6qootbu0uABrEbaZ5udzY+JND8AeBCaH0AHaV00/ig338QHAO5i/f4K7SypNos07AICAODE+fv5amDnKJeOvjpQVac7Z61Vc7N02fBUTcnsbHdJgNez7h2/OKu/nr9qmDmNtWLXQZ371CKt2FVqd2lwcyt2lqqytlGxYYEanOqMZgQAT0DzA+ggY3vHqVNogEqq6rVsJw+ncL9B5xP7JyosyN/ucgAA8AgZKa479Nw69XnP29kqqqxTr/gwPXzeALtLAvA1Zw5M0ge3jzWzGYor6zTthaV6ZdFO83cXOJHIqwn9E+Tn62N3OQDQZmh+AB0kwM9XZw1ynv5gQB3cKvIq2xl5NTmDyCsAANq6+ZG7z/WaHy8v2qmFm4vNfI+nLx+q0EA2PwCupmd8uN6/bazOy+ysRkezfpu1QXfMXKvquka7S4Mbvuabv6nQXE9KS7C7HABoUzQ/gA40pWXx+JP1BapvJPoKrm9NXpn2lR1SWKCf2QUEAADaRkaKM1Zk/f5yl4pEzd1brj9+sslc/+rcNKUlR9pdEoDvYDUm/z51sB6eMkD+vj5mk92FzyzWjuIqu0uDG9leXKXdB2oU6Oerk/vE210OALQpmh9ABxrVM1Zx4UEqq2nQ4m0ldpcD/KDWUx+nD0hUcICf3eUAAOAxesSGmcz+2gaHtha5xkKlNYB9+ozVamhq1pkDE3Xl6G52lwTgB/j4+OgnY3to5o2jlRARpC2FVTrv6cX6ZF2B3aXBzSKvxvSKJeYYgMeh+QF0ICs789z0pCPmKACuyuFo1oe5zj+nkzMYcgoAQFvy9fXRoC6uNfT8V++v064DNeocFaw/XpxhFlUBuIfh3WOUdcc4jewRYxqZN7+xSn/4eJNLnSyDa5q/kcgrAJ6L5gfQwSZnOheR564vVG1Dk93lAN9pxa5SFVbUKTLYXyf3jbO7HAAAPI4rDT1/Z9Vevbdmn6w5t3+fNkTRoYF2lwTgGCVEBOvN60fp+nE9zMfPfb5dV7+yXCVVdXaXBhdVWl2vVbsPmuvT0hLtLgcA2hzND6CDDevaSclRwaqsa9TnW4rtLgf4Tq2nk84cmKQgfyKvAABor7kfdjc/rPkAv/pgnbm+a1JfjegeY2s9AI5fgJ+vHpw8QE9fPkShgX76avsBTXlqkdbscS5wA1+3cFORHM0y8526RIfYXQ4AtDmaH4ANEQfnpjsHn2flOOcpAK7GOh7/ca4zJ3hKy2klAADQPic/NhVUqK7RnhPB1s+dPmONauqbNLpnjG6d0NuWOgC0LSu29oPbxqpnfJjyy2t16fNL9MbS3Wpubra7NLiQ+ZuIvALg2Wh+ADZoXUyet6FQNfWNdpcDfMOSHQd0oLpeMWGBOqlXrN3lAADgkVI6hahTaIAZML4pv9KWGqyZAOv3V5jf+X+fOsTMqAPgGfokRpgGyNmDksx95sH31+nut7N1qJ74ZUj1jQ59saXEXE8k8gqAh6L5Adi0y69rTKgONTRpwaYiu8sBviEr23kqyXqh5O/HrwoAANqDNVA8vTX6al/HR19ZG3FeXbzLXP/5RxlKjAzu8BoAtK+I4AA9c8VQPXBOfzPT593V+3TRs19p94Fqu0uDzZbtPKCqukbFRwQpo4vzJCIAeBpWtACbXuhOznBGX83Jds5VAFxpB9DH6/IPH5cHAADtp3XBKSevrEN/bn75If3839nm+tqxPXRaf3b9Ap78+vPG8b30xvWjFBsWqI35FWYOyIKWyCN4p/kbnRsxJ/ZPMPHcAOCJaH4ANmldVF64uViVtQ12lwMctmhbsSpqnTuARvZg4CkAAB0x9yO3A09+NDmadefMtTpY06BBXSL1i7P7ddjPBmCfk3rFKeuOcRrSNdo871/72kr9de4Wc0+Ad7Fmv8zd4Gx+EXkFwJPR/ABskpYcYYbPWbvsWx86AFeKvDo3PZncbwAA2llGS+zVlsLKDpsF9/SCbVq2s1RhgX56atpQBfn7dcjPBWC/5KgQzbpxjK4e0818/OT8rfrJayt0sLre7tLQgTYXVmpf2SEF+ftqXO84u8sBgHZD8wOw8ejxlJbTH1k5zsVmwG61DU36tKUZNyXTGc0GAADaT1JUsBIigmRtvN6wv6Ldf97ynaX6+/wt5vp3Fw5Sj7iwdv+ZAFxLoL+vfnv+IP310kwFB/jqiy3FmvzUIuXu7fjZQ7A38mps7ziFBNIAB+C5aH4ANmpdXLYeNstq2GkD+322udgMvesSHaIhqZ3sLgcAAK+Kvspu54VHa2f3T2euMY2Wi4Z20YVDUtr15wFwbRcNTdF7t45Vt9hQcwrg4ue+0uwVeXaXhQ4wb2Nr5FWC3aUAQLui+QHYqHdChPonRajR0az/ri+wuxxAc3L2m/fnZiQz9A4AgA6OvsrdW9au+e73vpOj/PJac9rjkfMHtdvPAuA+0pIj9Z/bx2lSWoKJZLbuE/e/m2NOhMMzlVTVaW2e8/fNxP7M+wDg2Wh+ADabkkn0FVyDlTO+oOX4c2skGwAAaH/pLSc/ctrx5Me/luw2c+YC/Xz11LQhCgvyb7efBcC9RIUE6IWrhuueM/rKx0easTxPP3puifYerLG7NLSDBZuK1NwspXeJMtGLAODJaH4ANpuc4Yy+WrytxOzAAOwyb2ORDjU0mWPvg7pE2l0OAABeI6OLs/mxo6RaFbUNbf79rVkij3600Vzfd3Z/DWr5eQDQyjr1fftpffTPn4xUdGiAcveVmzkgVkQzPMt8Iq8AeBGaH4DNusWGmZxnK3v543VEX8E+Wdn7D5/68LG2fAEAgA4RGx5k5m1Z1u0rb/OTnbfPWG3ibCb2T9BPxnZv0+8PwLOM7xuvrOnjzGvUspoG/fjV5Xp6wVY5rBescHtWnNkXW0rM9aQ0Iq8AeD6aH4ALaI0YmtOy+Ax0NGuXqTXs3DI503kaCQAAdJzM1PaJvnr4g/XaUVytxMgg/elHmWxwAPCDUjqFavZNYzRtZKqJR/rzp1t04+srVX6o7U+moWMt2XHAnPZPigzWwM6c9gfg+Wh+AC7AGi5tWbGrVAXltXaXAy80d32h6psc6p0Qrn6JEXaXAwCA10nv0jr0vO2aHx+s3ae3V+01Gf5PXDZEMWGBbfa9AXi24AA/PXZRhv54cboC/X1NRO55Ty/SxvwKu0tDG0RenZaWQDMcgFeg+QG4gM7RIRrWrZPZVfNhLoPP0fHm5BB5BQCAnTJbhp5n7y1rk++3+0C1fvneOnM9/bQ+GtMrtk2+LwDvctmIrnrn5pNMNN/uAzW68JnFem/NXrvLwnFobm7Wgo1F5noS8z4AeAmaH4CLmNJy+iOrZREa6CgHq+u1aKsz95XIKwAA7DGwZQj53oOHVFpdf0Lfy5rvMX3GGlXVNWpk9xjdcVrvNqoSgDdKT4kyc0CseSC1DQ7dNStbD3+wztxr4D425Fdof3mtQgL8dFKvOLvLAYAOQfMDcBHnpCebSII1e8qUV1pjdznwIv9dX6BGR7MGJEeqV3y43eUAAOCVokIC1CMuzFznnODpjz9/utnMDrG+5xNTB8vfj5d9AE5Mp7BAvXrNCN0xsY/5+J9LdmvqC0uIbXYj81tOfYzrE2dizQDAG/AUDLiIhMhgje7hjCMg+gp2RF5x6gMAAHtltERfncjcj4Wbi/TCFzvM9eOXZJh4VQBoC36+PvrZ6X318o+HKzLYX6v3lGnyU19qyfYDdpeGozCvZd4HkVcAvAnND8CFtC4+E32FjlJcWXf4xYo17wMAANgnvSX6Kvs4mx9FFbW6Z3a2ub56TDedOTCpTesDAMvEtETNmT5OacmRKqmq15UvL9MLX2w3MyXgmgoras2JQMuE/jQ/AHgPmh+ACzl7ULLZTbNuX4V2llTbXQ68wMfr8uVoljJTo5UaE2p3OQAAeDXr97Eld9+xx145HM26a/ZaHaiuV/+kCD1wTlo7VAgATt1iw/TuLSfpoiFd1ORo1u8/2qRb31xtZg3B9SzYVHT490xCRLDd5QBAh6H5AbiQmLBAje3tHDyWlc3pD7S/rGxnxNqUDCKvAACw28DOkfL1sXbo1pldusfi2c+3a/G2A2aQ7dOXDyXPHUC7Cwn0018uzdQjFwxSgJ+PPl5XoPOfXqRtRZV2l4b/Mb818opTHwC8DM0PwMW0LkK3zmEA2kt++SEt31Vqrs+l+QEAgO1CA/3VJyHCXLfGkxyNVbsP6q9zt5jr35w3UL0TwtutRgD4Oh8fH101uptm3TRGSZHB2l5crfOeXkyUswupbWjSom0l5nrSgES7ywGADkXzA3AxZwxMUqCfr7YUVmlzATtm0H4+zHGe+hjZPUbJUQxDBQDAFaS3DD3P2Xt00Vflhxp0x4w1JnbmvMzO+tHwlHauEAC+aWjXTsq6Y5zG9IxVTX2Tbn9rjX6XtUENTQ67S/N6i7eVqLbBoS7RISYWEQC8Cc0PwMVEhQRofN+W6Ct2y6AdzWlpfkzO5NQHAACuIvNw8+OHT35Yw4XvfzdH+8oOqWtMqB69cJDZhQ0AdogLD9Lr143Uzaf0Mh+/tGinrnhpmYoqjy3GD21rXkvk1cS0BH5HAPA6ND8AFzQls7N5n5WTb17UAm0tr7RG2XllJlf87EE0PwAAcBXpKdGHT3780HPgjOV5+ii3QP6+Pnpq2hBFBAd0UJUA8O38/Xx139n99dyVQxUe5K/lO0s1+clFWtkSt4uO5XA0a/5G57DziWlEXgHwPjQ/ABdkPZQE+ftqZ0m11u+vsLsceCCrsWYZ0ytW8RFBdpcDAABapCVHmMHBB2satPfgoe/8Oise9Tdz1pvre8/qp8xUZ9MEAFzBWYOS9cHtY9UnIVxFlXWa+sJSvbp4J5v7Oti6/eXmv39YoJ9G94yxuxwA6HA0PwAXZO2QsY6kWhh8jvYwJ9v552pyhvOUEQAAcA1B/n7q15LJ/l3RV4fqmzR9xmrVNTo0vm+8rh/Xs4OrBIAf1is+XO/fNlaTM5LV6GjWb+Zs0E9nrlVNfaPdpXmNeS2nPk7uE29+vwCAt6H5Abio1kXprGyir9C2thdXaUN+hYnIOGtgkt3lAACA/5HRGn2179uHnv82a4O2FFaZ05t/vTRTvlaOJQC4oLAgfxPL99DkAeb1x3+y9+vCf3ylHcVVdpfmFea3zPuYNIDIKwDeieYH4KIm9EswR1OtAZZr8r79hS9wPKyGmmVcnzh1Cgu0uxwAAPA/Mro4h57nfsvJjw9z8jVj+R5ZM2v/dulgM2AYAFyZNWT72nE99NYNo03TdnNhpc5/erE+XV9gd2keLb/8kInRtn5fTOgXb3c5AGALmh+AiwoJ9Du8O6N1sRo4UdYpotYotSlEXgEA4NInP6zmhzWstlVeaY3uezfHXN9ySi+zkQEA3MXIHjH6cPo4jejeSZV1jbrx9VV6/JNNavrafQ5tH3k1tGsnxdIoB+ClaH4ALqx1cfrD3P1HvPAFjpe1y2pbUZUC/Xx1+kCOPgMA4Ir6JIYryN/XLA7uOlBtPtfQ5NAdM9eosrZRQ7pG667T+9pdJgAcs4TIYHMC5LpxPczHz3y2XT9+ZbkOVNXZXZrHRl61zhMFAG9E8wNwYSf3jVNEsL8KK+q0Ylep3eXAA7SeIjq1X7wigwPsLgcAAHyLAD9fDewcecTQ87/N3aI1e8rMs+GTU4eYrwEAd2Tdv341eYCZBRIa6KdF20o05alFWkvcc5uxhsp/tf2AuZ6UxqY3AN6LJ2bAhQX5+x0eSN0aVQS0ReTV5EwirwAAcIuh53vLtWhriZ79fLv5+A8XZSg1JtTm6gDgxE3J7Kz3bxurnnFh2l9eq0ufW6I3l+02r1twYr7cWqL6RodSY0LUJyHc7nIAwD2aH4899phGjBihiIgIJSQk6IILLtDmzZuP+Jra2lrddtttio2NVXh4uC6++GIVFjqP2gE4dq2L1B/nFqixyWF3OXBj6/ZVaPeBGgUH+Gpif44+AwDgytJbhp4v3laiu2avlbUWOG1kV52bkWx3aQDQZvomRuiD28fqzIGJqm9y6JfvrdPP/52j2oYmu0vziMgr69SHNXAeALzVMTU/Pv/8c9PYWLp0qebOnauGhgadccYZqq525tBa7rrrLs2ZM0dvv/22+fr9+/froosuao/aAa9wUq9YdQoN0IHqei3Z4Ty2ChyPrJZTHxPTEhUW5G93OQAA4HtkpkYdntdVXFmnvonhemjyALvLAoA2FxEcoOeuHKb7z+4vXx/p36v26qJnvtKeAzV2l+aWrHmhCzY5h50TeQXA2x3T6tcnn3xyxMevvfaaOQGyatUqjR8/XuXl5Xr55Zf11ltv6bTTTjNf8+qrryotLc00TEaPHv2N71lXV2feWlVUVBz//xrAQ/NQz05P1lvL9ujZz7YrISJY/ZIi7C4LbsY6Op6V45z3MYUdowAAuLweceEKC/RTdX2TGX7+1LShCgn0s7ssAGgX1umEm07pZU69TZ+xRhvyKzTl6UV64rLBmsCp9WOydm+ZSqrqFRHkrxHdY+wuBwDcd+aH1eywxMQ4b6ZWE8Q6DTJp0qTDX9O/f3917dpVS5Ys+c4oraioqMNvqampJ1IS4JEuGZZidsBYA8vOfOILXfjMYs1asUfVdY12lwY3sXpPmfaVHVJ4kL9O7ceLBwAAXJ2fr4/G9Ioz1w9PGcjmFwBe4aTeccq6Y5wGp0ar/FCDrv3nCv1t7hZzmgHHFnk1vl+8Av0Z9QvAux33XdDhcOjOO+/U2LFjNWjQIPO5goICBQYGKjraOZyvVWJiovln3+b+++83TZTWt7y8vOMtCfBYQ7t20hvXjzI5qP6+Plqzp0y/eCdXIx+dp/veydHqPQcZCofvNSfbGXl1+oBEBQewaxQAAHfwl0szlTV9nC4f1dXuUgCgwyRHhWjWTaN11ehuZt7R3+dvNU2Qspp6u0tzC/M3tkZesekNAI479N2a/bFu3TotWrTohAoICgoybwC+30m94sxbUWWt3l29T7NW5GlnSbVmrsgzb1YO9GUjuuqiIV3UKSzQ7nLhQpoczfootyXyKpPIKwAA3EVUSICiWgafA4A3CfL30yMXDDInQB54L1efbS7W5KcWmdkgg7gvfqe9B2u0qaDSJEec2pfmBwAc18mP22+/XVlZWVq4cKFSUlIOfz4pKUn19fUqKys74usLCwvNPwNw4qyZHzef0ksL7j5Fs24cbZodVg70lsIqPZK1QaN+P1+3v7Vai7aWcDQYxvKdpSqqrDMLKON6x9tdDgAAAAAclYuHpejdW09S15hQ7T14SBc/+5VmryQx5IdOfQzvFsOmSAA41uaHFatjNT7ee+89LViwQD169Djinw8bNkwBAQGaP3/+4c9t3rxZe/bs0ZgxY9quagBmINyonrH662WDtfyXk8yumEFdIlXf5DCDra98eZnG/2mhnpq/Vfnlh+wuFzbKynFGXp01MInMVwAAAABuZWDnKM25fZxO65+gukaH7v13ju5/N1d1jU12l+Zy5rXM+5g0gFMfAGDxaT6GQQG33nqr3nrrLX3wwQfq16/f4c9bg8pDQkLM9S233KKPPvpIr732miIjIzV9+nTz+a+++uqofkZFRYX5ftb8D+vfB3Bs1u0rN5FY76/dp8pa50B0c+S1X4IuG5FqHhgD/FgA9xaNTQ6N/P18lVbX6/XrRurkPpz8AAAAAOB+rGSDfyzcpr/O22JmgWSmROmZK4epS7RzPcrbVdY2aOgjc9XQ1Kz5d5+iXvHhdpcEAG3qePoGx9T8sHaaf5tXX31V11xzjbmura3V3XffrRkzZqiurk5nnnmmnnnmmaOOvaL5AbSNQ/VN+nhdvpkHYsUetYoLD9Ilw1JMI6RHXJitNaL9fbGlWFe/slyxYYFa9sBE+dP4AgAAAODGPt9SrJ/OXKOymgZ1Cg3QU9OGalyfOHk7a87jrW+uNq/zF95zqt3lAID7NT86As0PoO3tKK7SrJV5emfVPpVU1R3+/MgeMZo6IlVnD0pWSKCfrTWiffz87Wy9vWqvrhzdVb+7IN3ucgAAAADghOWV1uiWN1dp3b4Kk3Rw9xn9dMspveRrfeClfjZ7rd5dvU/Xj+uhBycPsLscAGhzND8AfK+GJocWbCoysVifbS5S6zz0iGB/XTC4izkNMqhLlN1loo3UNzo0/HdzVVHbqJk3jtbonrF2lwQAAAAAbaK2oUkPf7DebPSznD4gUX+5NFORwQHyNk2OZo14dJ6JO55xw2iN6cVrPwCeh+YHgKNmDUH/98q95kFx78H/H4huDU2/bERXnZfZWVEh3vfQ6EnmbyzUdf9cqcTIIH1130T5efEuKAAAAACeaebyPXroP+vN5q/usaF67qph6p/kXetJK3eV6pLnligy2F+rfnU6cz4BeKSK4+gbcDcEvFRyVIimT+yjL34+QW9cN0qTM5IV6Odrjg3/6v11GvX7eebYrDUvxMV6pDhKc7L3m/fnpCfT+AAAAADgkaaO7Kp/3zzGDD7fdaBGF/7jK32wdp+8ybyNReb9hP4JND4A4Gv8v/4BAO9jZaJaw+GsN+uI7Htr9mnWij3aUlhl8kKtt55xYbp0RKouHpqi+Iggu0vGUR4Bn7uh0FxPyexsdzkAAAAA0G4yUqI1Z/o4Mwj9y60l+unMtVqzp0wPnJOmQH9frzj1b5mYlmh3KQDgUoi9AvAN1m1hTV6ZZi3P05yc/aqpbzKf9/f10cS0BE0d0VXj+8ZzmsCFfZybr1veXG12Py36xQT5+PD/FQAAAADPn33xxLwtemrBNvPxsG6d9MwVQ5UYGSxPtftAtU7502fm9boVeUV8NQBPVUHsFYC2YC2UD+3aSX+8JEPLfzlJf7w4XUO6RqvR0az/ri/UT15boXF/XKC/frpZeaU1dpeLb5GVk2/eT85MpvEBAAAAwCtYG/TuPqOfXrp6uCKs+Re7D+rcJxdp6Y4D8vTIqxHdY2h8AMD/oPkB4HuFB/mbAejv3TpW/71zvK4d20PRoQHKL6/Vkwu2afyfFuqql5cpK2e/6hqdJ0Rgr+q6Rs3f1BJ5lUHkFQAAAADvMmlAoubcPk79kyJUUlWnK15aphe/2OGR8yz/P/Iqwe5SAMDlEHsF4JhZTY5P1xdq1oo8LdpWcvjznUIDdNHQFF02IlV9EyNsrdGbWcP9rIzbHnFhWnD3KZz8AAAAAOCVDtU36YH3cs1sS8s56Ul6/JJMs8nPE1TUNmjob+ealIbP7jlV3ePC7C4JAFyqb+AZd3sAHSrI388M0bbe9hyo0dur8jR7ZZ4KK+r08qKd5m1o12gzG+TcjGSFeciDpbuYk90SeZVB5BUAAAAA7xUS6Ke/XpppXp/+NmuDPsot0OaCSj1/1TD1TnD/DXufby42jY/eCeE0PgDgWxB7BeCEdI0NNZmqi39xml65ZrjOGJBoclZX7ynTve/kaOSj83TfOzlas+egRx4xdjXlhxr0xZZicz2ZyCsAAAAAXs7aEHbVmO6aeeMYJUYGaXtxtc5/erE+ynVuGnNnRF4BwPej+QGgTfj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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 22
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 绘制x轴和y轴的刻度",
   "id": "4136a859267d3bc4"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T09:02:58.974656Z",
     "start_time": "2025-01-06T09:02:58.782183Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x=range(2,25,2)\n",
    "y=[random.randint(15,50) for i in x]\n",
    "plt.figure(figsize=(20,10),dpi=100)\n",
    "plt.plot(x,y)\n",
    "#两种构造刻度的方法\n",
    "# plt.xticks(x)\n",
    "# plt.yticks(y)\n",
    "# plt.xticks(range(2,25,2))\n",
    "# plt.yticks(range(min(y),max(y)+1))\n",
    "#构造x轴的标签\n",
    "#ticks函数的第一个位置是刻度的位置，第二个位置是标签的文本，第三个位置是标签的旋转角度\n",
    "x_labels=[f'{i}:00' for i in x]\n",
    "plt.xticks(range(2,25,2),x_labels,rotation=45)\n",
    "# y_labels=[f'{i}℃' for i in y]\n",
    "y_labels=[f'{i}℃' for i in range(min(y),max(y)+1)]\n",
    "plt.yticks(range(min(y),max(y)+1),y_labels) #这边出现错误是因为y轴 的刻度的数量与标签的数量不一致\n",
    "plt.show()"
   ],
   "id": "f79f50a5f6d538a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 30
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 一图多线",
   "id": "30c699a6f26aaaa6"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T09:56:57.673154Z",
     "start_time": "2025-01-06T09:56:57.482279Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#图表中要添加中文包，不然不能显示中文\n",
    "from matplotlib import font_manager\n",
    "my_font=font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simkai.ttf')\n",
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "x=range(11,31)\n",
    "plt.figure(figsize=(20,10),dpi=100)\n",
    "plt.plot(x,y1,label='自己交朋友的数量',color='green')\n",
    "plt.plot(x,y2,label='同事交朋友的数量',color='red')\n",
    "#laber是图例的意思，prop是设置字体的属性，与其他地方设置文字样式有所区别，其他都用fontproperties,loc是设置图例的位置,写了legend函数才会显示图例\n",
    "plt.legend(prop=my_font,loc='best')\n",
    "#设置x轴的刻度\n",
    "x_labels=[f'{i}岁' for i in x]\n",
    "plt.xticks(x,x_labels,fontproperties=my_font)\n",
    "# plt.yticks(y)\n",
    "#设置标题\n",
    "plt.title('自己和同事交朋友的数量',fontproperties=my_font)\n",
    "#设置x和y轴的名称\n",
    "plt.xlabel('年龄',fontproperties=my_font)\n",
    "plt.ylabel('数量',fontproperties=my_font,rotation=0)\n",
    "#设置网格\n",
    "plt.grid(alpha=0.5)\n",
    "plt.show()\n"
   ],
   "id": "e0cf366c50f85458",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 56
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 绘制散点图",
   "id": "907d72d1fa450c1b"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T12:42:39.673424Z",
     "start_time": "2025-01-06T12:42:39.513386Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14,15, 15, 15, 19, 21, 22, 22, 22,23]\n",
    "x=range(1,32)\n",
    "plt.figure(figsize=(20,10),dpi=100)\n",
    "plt.scatter(x,y,label='3月份')\n",
    "plt.legend(prop=my_font,loc='best')\n",
    "x_labels=[f'3月{i}日' for i in x]\n",
    "y_labels=[f'{i}℃' for i in range(min(y),max(y)+1)]\n",
    "# plt.xticks(x,x_labels,fontproperties=my_font)#这样子x坐标太拥挤了，可以用下面的方法\n",
    "plt.xticks(x[::3],x_labels[::3],fontproperties=my_font)\n",
    "plt.yticks(range(min(y),max(y)+1),y_labels,fontproperties=my_font)\n",
    "plt.xlabel('日期',fontproperties=my_font)\n",
    "plt.ylabel('气温',fontproperties=my_font)\n",
    "plt.show()"
   ],
   "id": "21d896cd6a666fe8",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 58
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 一图多个坐标系子图",
   "id": "c79f7dc97c7cc9ec"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T14:26:54.747237Z",
     "start_time": "2025-01-06T14:26:54.527919Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "x=np.arange(1,100) #设置横坐标\n",
    "#subplots函数默认是这样写的，一定要用两个变量去接，名字可以随便取，但是第一个位置表示的是全局变量，用来对整个图进行操作，比如增加子图，改变整个图的大小，而第二个位置的变量用来对子图进行操作，比如设置坐标轴的范围，标题，刻度等等。\n",
    "#还有一种操作方式是直接用plt.subplot()函数，参数可以是一个，也可以是三个，第一个参数表示的是子图的行数，第二个参数表示的是列数，第三个参数表示的第几个子图,从1开始。\n",
    "fig,axes=plt.subplots(2,2)\n",
    "# plt.figure(figsize=(20,10),dpi=100)\n",
    "fig=plt.figure(figsize=(20,10),dpi=100)\n",
    "ax1=axes[0,0]\n",
    "ax2=axes[0,1]\n",
    "ax3=axes[1,0]\n",
    "ax4=axes[1,1]\n",
    "ax1.plot(x,x)\n",
    "ax2.plot(x,x**2)\n",
    "ax3.plot(x,-x)\n",
    "ax4.plot(x,np.log(x))\n",
    "plt.show()"
   ],
   "id": "92ecfb4214f745eb",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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xMnYrjlzBhDUncS87F+4O1pjxRggaVnCHsROzo0QgoWt9DQoKwuXLl+U127NnT3h53U9OGB8fL2dR6Yj9kJAQ+Vyck5CQkO99c3Jy5Mwq3b8Xj+LfPEi3rzvnn6ytreVGRPf9EnYZ64/HwdK8BGZ1C4WL3f+6fI2Bqi04y5cvL5K7Od6JkbFKy8zBiOVRGPX7MRncNK7gjvXDGmsiuBHS09PlWJkHiZubvLw8+Vx0K4kARLTs6oibIDG2pkGDBnJfPCYlJcnZUTrbt2+X7yFad3XniJlV2dnZ+nPEjKvKlSsX2D1FRA/nu/l03f1xN2PbVEWonxFeN4qKfHx8lFmzZuV77ZNPPtHPdLhw4YIcPR0ZGZnvnKZNmypDhw597J/D2RBkDE7fSFZe+GqHnKng//5aZcbWs0pO7v9mFBoz3TXYrVs3pUyZMsratWuVmJgYZeXKlYq7u7syevRo/blTpkxRXFxclDVr1ijHjh1T2rdvr/j7+yv37t3Tn9O6dWslNDRUOXjwoLJ3716lYsWKSteuXfPNvPL09FTeeust5cSJE8rSpUsVOzs7Zd68eU9cZtYbZGoS72YqDSdvk3XRO78cyTezubg9y3VoYSx3c7rmad3d3MCBA1UpM1FR9HMvO3wFE/88icycPHg6WWP6G6GoH1ASWiNmRYqcNO+++67sZvL29sY777wju650Ro8ejbS0NJnXRrTUNG7cGBs3bpQJ+3REy+/gwYPRvHlzWYd06tRJzrZ8cKze5s2bMWjQINSqVQvu7u7yZzyYK4eICl5n6r3lUbiWdA9lS9rhy85GkO/mX5QQUY5aP7xXr17YunUr5s2bh+rVqyMyMlJWQH369JFTxgXxOGXKFNltJQIekQVVZCg9depUvgrvUURQJCo80V0lMp8SGQqRrE8k7lsTdV3uP1epFKa9HoySDtoaC2KM16AxlpnoWc3cdg5fbzkr15la+W5DVPd2NtrrUNUWHJHvRgQsz3o3R2SsuSUGL47ApdvpMDcrgf9rWRnvNA2AmZlx3i0RkXHbc+4mpm29P6v5k/aBqgc3Rt2CU1x4J0aGRFxyvx24jE/WnUZWTh68nW3kiry1yrpBq4zxGjTGMhM9rWtJ9/DSjD24k56NLrV98cVrNWAIjLYFh8jUpGRk4/0/jsmpl0LzKh4yt4SrvXFNvyQi7cjMycW7iyJkcBNYxgmT2leHFjDAISomx64myUUyYxPTYWFWAu+3qYK+jf2NdgAfEWnDR3+ektPCnW0tMad7LdhYmkMLGOAQFUOX1Px9lzB5w2lk5yoyI6hImmWUeSWISFOWH76CJYdiZbZ0sQyMr5sdtIIBDlERSk7Pxqjfj2LzqftZdFtW88TU14LhbGepdtGIyMQdvZKEcatPyOcjWlSSszi1hAEOURGJjL0ju6TE4D0rczN80LYKejYsxy4pIlLdrbuZGPBb+N+LaHpiULMK0BoGOERFkCjrp70x+GLjGeTkKTJZ1qyuNRHkY9xTLolIG7Jz82SKihvJGQhwt8e0LsGaTE/BAIeoEN1Jy8LIFUex/cz9xSDb1SiNyR2D4GTDLikiMgyfrz+NAxcTYW9ljnlv1dJs/cQAh6iQHLmUiCFLIuVdkZWFGSa8VA3d6/mxS4qIDMYf4VflpAdhWpcQVPR0hFYxwCEqhC6pObsuYNqWs8jNU2STr0jcZ+xZQIlIe4OKx646Lp8PbV4Rrap7QcsY4BA940C9EcuPYvfZm3K/Q4g3Pn01CA7WvLSIyHAkpGSg/69HZPZ0Mah4ePOK0DrWwkRP6cDF2xi6JBIJqZlyYTqxdkvn2j7skiIig8tUPOC3cMSnZKKihwO+0eig4n9igEP0hEQ31Kzt5zF921nkKUAFDwfM7lYTlb2025dNRMabaPTDVScQEZsEJxsL/NCjNhw1Oqj4nxjgED2BhNQMvLcsCvvO35b7nWr64JMO1WFnxUuJiAzPT3tj8Hv4VZiblcDs7jVRzt0epoK1MtFj2nf+FoYtjZLjbmwtzfFph0B0quWjdrGIiAq0IzpBTgkXxrWriiYVtZWp+L8wwCH6Dzm5eZi+7Rxm7TgPRQEqezpidvdQVPBglxQRGaaz8akYsjhSdqN3qe2LXg3LwdQwwCF6hLjkDAxbGomDMYly/406vpj4cnXYWmljtV0i0p7EtCz0XXgYdzNzUNffDZ90CDTJyQ8McIj+xc7oBDkFXFQWIuPn5x2D0D6kjNrFIiJ69IypX8NxJfEe/NzsMPfNWjLxqCligENUwDotImnfnJ0X5H610k6Y1S0UAaUc1C4aEdEjZ0x9sPIEDl1KhKONBX7uVRtu9lYwVaYZ1hH9i+tJ99D1+wP64ObN+n5Y+W5DBjeF6Nq1a3jzzTdRsmRJ2NraIigoCEeOHMlXSU+YMAGlS5eWx1u0aIFz587le4/ExER0794dTk5OcHFxQd++fXH37t185xw7dgxNmjSBjY0NfH198eWXXxbbZyRSw3c7L+CPiL9nTHWrafLjBBngEP1t2+l4tJ2xB0cu34GjtYWsID7tEAQbS463KSx37txBo0aNYGlpiQ0bNuDUqVP4+uuv4erqqj9HBCIzZszA3LlzcfDgQdjb26NVq1bIyMjQnyOCm5MnT2LLli1Yu3Ytdu/ejf79++uPp6SkoGXLlihbtizCw8MxdepUfPTRR/j++++L/TMTFYe1x65j6qZo+fyjl6uhaSXTmjFVIEVlV69eVbp37664ubkpNjY2SmBgoHL48GH98by8PGX8+PGKl5eXPN68eXPl7NmzT/QzkpOTFfFRxSPRP2Vm5yqfrj2plB2zVm4vzdijXLp1V+1iaYruGhw+fLjSuHHjfz1PXO/iWp86dar+taSkJMXa2lpZsmSJ3D916pR8rwfriQ0bNiglSpRQrl27Jve/++47xdXVVcnMzNSfM2bMGKVy5cpPXGbWG2Towi8nKhU/XC/rr0l/nlS0JPkZrkMzLdzNET2tK4npeH1eGH7YEyP3xVTK3wc2QNmSppMMqziJ67x27dro3LkzPDw8EBoaih9++EF/PCYmBnFxcbJbSsfZ2Rn16tVDWFiY3BePoltKvI+OON/MzEzWEbpzmjZtCiur/40/EPVGdHS0rHeItOLy7TT0W6hbY8oDH7arqnaRDIaqg4y/+OIL2Tc+f/58/Wv+/v75+uK//fZbjBs3Du3bt5ev/fLLL/D09MTq1avxxhtvqFJu0oZNJ+MwasVRpGTkyBTmUzsHa351XbVdunQJc+bMwYgRI/DBBx/g8OHDGDp0qAxEevbsKYMbQVzjDxL7umPiUQRHD7KwsICbm1u+cx6sSx58T3HswZsonczMTLk92M1FZMiS0rPQe8Fh3E7LQmAZJ0x/I1SOv6H7VG3B+fPPP5/5bq4gopISldODG9GD0yg/+vMk3vk1XAY3Ib4uWDe0CYObYpCXl4eaNWvi888/l9e7GDfTr18/2UKrtsmTJ8v6RbeJmy8iQ5WRnYt+vxzBxZtp8Ha2wc8968DemhOjDSbAuXjxorybq1ixIjZt2oSBAwfKu7mFCxfK449zN1cQVlT0qObc1+aEYcH+S3K/XxN/LH+nAXzd7NQumknw8vJCtWrV8r1WtWpVxMbG6o8L8fHx+c4R+7pj4jEhISHf8ZycHDmz6sFzCnqPB3/GP40dOxbJycn67cqVK8/4aYmKRl6egpErjuLwpTtyOvj83nXh4WSjdrEMjpkW7+ZYUVFB1h27gZdm7MXxa8lwsbOUOSI+bFfNZJNgqUG0vopxMA86e/asnO0kiG4lEYBs27ZNf1y0wIqxNQ0aNJD74jEpKUnOjtLZvn27rE/E++vOETOrsrOz9eeIGVeVK1cusHtKsLa2ltPOH9yIDNHkDadlfWZpXgLz3qyFyl6mPR3836has4s8F896N1cQVlT0z6bccauPY9DiCKRm5qBWWVesH9oEL1TJ3zJIRe/dd9/FgQMH5E3N+fPnsXjxYjl1e9CgQfK4SCc/fPhwfPrpp7IL+/jx4+jRowe8vb3RoUMHfR3RunVreTN06NAh7Nu3D4MHD5Zj8sR5Qrdu3eS4HpEfR0wnX7ZsGaZPny7H/hAZs5/3xugnRXz5Wg00rOCudpEMlqoddmIG1ePezYWEhOS7mxPdWUT/JeZWGgYtisCpG/fHYQ18vjxGvFgJluZstVFDrVq1sGrVKtnK+vHHH8trXEwkEHltdEaPHo20tDTZoitaaho3boyNGzfKhH06ixYtkkFN8+bN5eypTp06ydmWOqJrevPmzTJwEj/T3d1dJg98MFcOkbERrTafrDsln49uXRmvhvqoXSSDVkLMFVfrh4sZFA0bNsSkSZPw+uuvy7sxcVcm7uh0FZ6YaTVlyhQ5LkdUhuPHj5cZSsWU8gcrvEcRQZGo8ER3FVtzTMeaqGv4YOVxpGXlynTl014PxvOV88++oeJhjNegMZaZtCvswm30/PkQsnLz8Fb9svi4fXWTWEAz5RmuQ1VbcOrUqVMod3NED7qXlYtJf53E0sP3x17V83fDjK6h8OQgPCIyQqeup6D/L0dkcNOquic+esU0ghujbsEpLrwTMx3nE1IxaFEkouNTIa7/Ic0qYGjzirBgl5SqjPEaNMYykzaTkXacsx83UzNRt5wbfulb16SWj0kx1hYcosL0R/hVjFt9Aveyc+HuYI1vu4SgcUUOwCMi43Trbibe+umgDG4qezrih561TSq4eVYMcMjopWflYPzqk3IVXaFRhZL4pksIPBzZJUVExik1Ixu95h/Cpdvp8HG1lS03zraWahfLqDDAIaMWHZeKdxeF48LNNIgM5e+1qIR3m1VgunIiMurUFm8vPIIT11JQ0t4Kv/atxzGET4EBDhklMXRs+ZErmPjnSWRk58HTyVquw1I/oKTaRSMiemrZuXkYvDgSB2MS4WhtgYV96sLfnYv/Pg0GOGR07mbmYNyq41gddV3uN61UCt+8HoySDtZqF42I6JmWYBALAG89HS8zrIsxN4FlnNUultFigENGN11y8OIIXLyVJruh/q9lZbzTNABm7JIiIiNvlRYt0uLGzcKsBOZ0r8kW6WfEAIeM5uJfdDAWH689haycPJR2tsHMrqGoXc5N7aIRET1z/fbFxmj8euCyTG/x9evBaF6VS8k8KwY4ZBSzCd5feVymKReaV/HAV52D4WpvpXbRiIie2ewd5zF31wX5/NMOgWgfUkbtImkCAxwyaMevJmPwkghcvp0um23fb1MFfRv7M4snEWnCj3su4qvNZ+Xzce2qonu9+2sx0rNjgEMG22S7cP8lfL7+jExPXsbFFrO6hSLUz1XtohERFYpfwy7h03Wn5XOR4uLtJgFqF0lTGOCQwUlOz8boP45i08l4ud+ymiemvhYMZzsmuSIibVh2OBbj15yUzwc+Xx5Dm1dQu0iawwCHDErUlSQ5S+rqnXuwMjfD2LZV0KthOXZJEZFm/B5+VY4rFHo3KofRrSqzjisCDHDIYLqkftobgykbziAnT4Gfm53skqrh46J20YiICs2aqGsY/ftRiGWu36pfFhNeqsbgpogwwCHV3UnLwv+tOIptZxLkfrug0pjcKQhONuySIiJtBTfvLYtCngJ0reuLSa9UZ3BThBjgkKqOXErE0CWRuJ6cITN3jn+pGt6s58eLnog05c+j1/XBzRt1fPFZhyAmKC1iDHBItZTkc3dfwNebzyI3T5FrrYguqereTEtORNptuXm9tg8+f5XBTXFggEPF7tbdTIxYfhS7z96U++1DvPHZq0FwsOavIxFpy8qIq7ILXtdyw+Cm+PAvChWrAxdvY9jSSMSnZMLawkz2QXep48suKSLSnOWHr2DMymNyQLEYc8NuqeLFAIeKheiGEunIv916Vt7JlC9lj++610JlL0e1i0ZEVOh+O3AZ41afkM/FbClxM8fgpniZFfPPIxOUkJqBHj8fxLQt94ObTjV98NeQxgxuCFOmTJGtd8OHD9e/lpGRgUGDBqFkyZJwcHBAp06dEB9/P+mjTmxsLNq1awc7Ozt4eHhg1KhRyMnJyXfOzp07UbNmTVhbW6NChQpYsGBBsX0uMm1i+QVdcNOnkT8+bs/gBqYe4DxtZUeGa9/5W2g7fS/2nb8NW0tzuUimWCnXzoqNh6bu8OHDmDdvHmrUqJHv9ffeew9//fUXVqxYgV27duH69evo2LGj/nhubq4MbrKysrB//34sXLhQBi8TJkzQnxMTEyPPadasGaKiomSd8vbbb2PTpk3F+hnJ9PJ5zdx2Tr/8gshQPP6lquyCV4tiIA4dOqSUK1dOqVGjhjJs2DD96wMGDFB8fX2Vbdu2KUeOHFHq16+vNGzY8IneOzk5WREfVTxS8cjJzVO+3hytlHt/rVJ2zFrlxWk7lbNxKWoXi1Tyz2swNTVVqVixorJlyxblueee01/zSUlJiqWlpbJixQr9vz19+rT8t2FhYXJ//fr1ipmZmRIXF6c/Z86cOYqTk5OSmZkp90ePHq1Ur149Xxm6dOmitGrV6qnLTPQoeXl5yufrTsn6TmzTt56Vr9GzeZbr0CBacO7evYvu3bvjhx9+gKvr/xZTTE5Oxk8//YRp06bhhRdeQK1atTB//nx513bgwAFVy0z/Lj4lA91+OIAZ287JwXVi5sCaQY1R0ZNdUnSfaJUVLSwtWrTI93p4eDiys7PzvV6lShX4+fkhLCxM7ovHoKAgeHp66s9p1aoVUlJScPLkSf05/3xvcY7uPQqSmZkp3+PBjehxxxiKLql5uy/qVwUf2rwiW25UZmbslV1BWFGpZ9fZm2g7fQ8OxiTC3soc33YJwZRONWBrZa520chALF26FBEREZg8efJDx+Li4mBlZQUXl/xLdIhgRhzTnfNgcKM7rjv2qHNEXXDv3r0CyyXK4+zsrN98fX2f8ZOSKcjOzcPwZVFYdDAWIp6Z3DGIq4IbCAtDqexEf/zTVHb/VlFNmjSpSMpLBcvJzcPXW85izs4Lcr9qaSfM7haKgFIOaheNDMjVq1cxbNgwbNmyBTY2NjAkY8eOxYgRI/T7IhhikEOPci8rF+8uCseO6JuwNC+Baa+H4OVgb7WLRYbQgnPlyhVZ2S1atKhQKztRUYnuLd0mfg4VnetJ9/DG9wf0wc2b9f2w6t2GDG7oIWLAb0JCgpzdZGFhITcxkHjGjBnyubh5EYOHk5KS8v07MbHAy8tLPheP/5xooNv/r3OcnJxga2tbYNnEbCtx/MGN6N8kp2fjzZ8OyuDGxtIM3/eozeDGwKga4IguqGet7ArCiqr4bD8Tj7Yz9uDI5TsyE7FYbuHTDkGwsWSXFD3sueeew/Hjx2Wgo9tq164tx+DpnltaWmLbtm36fxMdHS2nhTdo0EDui0fxHqLu0BEtQuI6r1atmv6cB99Dd47uPYieRVxyBl6fF4bwy3fgZGOB3/rWQ7PKHmoXiwypi6p58+ayonpQ79695TibMWPGyOZhXWUnpocXVNmRev3OUzdF4/u/B9UFlXGWwU3ZkvZqF40MmKOjI8qUKZPvNXt7e5kGIjAwUO737dtXdhW5ubnJoGXIkCHyeq9fv7483rJlSxnIvPXWW/jyyy9ld/W4cePkWD5xcyMMGDAAs2bNwujRo9GnTx9s374dy5cvx7p161T41KQl5xNS0eOnQ3KBYA9Ha/zSty6qePEm2hBZqF3Z6Sq1p63sqPhdvZOOIUsiERl7v2WtV8NyGNu2Cqwt2GpDz+6bb76BmZmZvKkREwbE7KfvvvtOf9zc3Bxr167FwIEDZV0g6oyePXvi448/1p/j7+8vgxmRU2f69Onw8fHBjz/+KN+L6GkduZSIt385gqT0bASUssfC3nXh62andrHoX5QQc8VhQJ5//nmEhITg22+/1Sf6GzlyJJYsWZKvsntUF9U/icGCYlaEGI/D7qpns+lkHEatOIqUjBw42lhg6mvBaB34+N8FmSZjvAaNscxUdDaeuIGhS6OQlZOHEF8X/NyrDtzsrdQulualPMN1aHABTlFgRfXsxEU9ecNpzN93Se4H+7pgVtdQ3r2QZq9BYywzFY35+2Lw8dpTMq9Xi6oemNm1JlNfGMF1qPo0cTJ8sbfTMXhJBI5dTZb7bzf2x+jWVWBlYRBplIiIiiyB3+frT+OnvTFyv1s9P3z8SnVYmLPuMwYMcOiR1h+/gTG/H0NqZg5c7Czx1WvBaFEtfwI1IiKtSc/KwfClUdh86n66gffbVME7TQOYndiIMMChAmVk5+Kzdafx64HLcr9WWVfM7BoKb5eCc4gQEWlFQkoG+i48guPXkmVLtVgk+BXmuDE6DHDoITG30jBoUQRO3bi/xMWA58pjZMtKsGSzLBFp3IlryXh74RHEpWTIQcQ/9KiFWmXd1C4WPQUGOJTPmqhr+GDlcaRl5cqLe9rrwXieCayIyARsPBGH95ZF4V52LsqXspczpZjby3gxwCF9l9RHf57E0sP3l7Wo6++GGW+EwsvZsNYLIiIqbGIy8ewd5/HV5rNyv0lFd8zqVhPOtpZqF42eAQMcwvmEuxi8OAJn4lLlariDm1XAsOYVOVOAiExiwczRfxzDX0ev6xOXjmtXlfWfBjDAMXF/hF/FuNUnZJOsu4M1vu0SgsYV3dUuFhFRsWRl7/9LuBxvaGFWAh+3D5RTwUkbGOCY8BTIiWtOYkX4VbnfsHxJGdx4OLFLioi0b/+FWxi8OBKJaVkoaW+FOW/Wkl3zpB0McEzQ2fhUOUvqXMJdmJUAhjWvhMEvVIC52CEi0vh4G5G4b/KGMzKRX3VvJ8x7qxZ8XJmVXWsY4JjYhb38yBVM/PMkMrLz5Eq4098IRYPyJdUuGhFRkUvLzJHjbdYduyH3O9Ysg89fDYKNJZdd0CIGOCbibmYOxq8+gVWR1/SzBL7pEiLH3RARad35hFQM+C1CTqoQ423Gv1QNPRqUZWZiDWOAYwJOXU+Rs6Qu3kqT3VAiad+ApuVhxi4pIjKR/F5jVx5HelYuPJ2s8V33mkzeZwIY4Gi8S2rxoVhM+uuUXA28tLMNZnQNRZ1yvLCJyDTye32y9hQWHYzVT6YQdSBbrk0DAxyNSs3Ixvsrj+v7ml+o4iHXUxHZiYmItO7iTZHfK1JOAdfl9xreohInU5gQBjgadPxqMgYvicDl2+myr3lM6yro29ifXVJEZBJWRtzP7yW6pMRNnUiB0bRSKbWLRcWMAY7GuqQW7r+Ez9efQVZuHsq42GJmt1DU9HNVu2hERMXScj1hzUn9ZIr6AW5ypqgn83uZJAY4GpF8Lxtjfj+GjSfj5H7Lap6Y+lownO24lgoRaV9k7B0MXxYlW66Z34sEBjgaEHUlSc6SunrnHizNS+CDtlXleiqc/khEWpeTm4fZOy5gxvZzMnGfaLme/kYIanMyhcnjamJG3iX1456L6Dx3vwxu/Nzs8MfAhujdyJ/BDRmsyZMno06dOnB0dISHhwc6dOiA6OjofOdkZGRg0KBBKFmyJBwcHNCpUyfEx8fnOyc2Nhbt2rWDnZ2dfJ9Ro0YhJycn3zk7d+5EzZo1YW1tjQoVKmDBggXF8hmpeMTcSsNrc8PwzdazMrhpH+KN9cOaMLghwwhwCquyMzVJ6Vno98sRfLruNLJzFbQN8sLaoY1Rw8dF7aIRPdKuXbvk9XzgwAFs2bIF2dnZaNmyJdLS0vTnvPfee/jrr7+wYsUKef7169fRsWNH/fHc3FwZ3GRlZWH//v1YuHChDF4mTJigPycmJkae06xZM0RFRWH48OF4++23sWnTpmL/zFS48vIU/Bp2CW2n75Et2I42FnIgsRhv42zLbnn6m6KyVq1aKfPnz1dOnDihREVFKW3btlX8/PyUu3fv6s8ZMGCA4uvrq2zbtk05cuSIUr9+faVhw4aP/TOSk5MV8VHFoxYcuXRbafD5VqXsmLVKxQ/XK7+EXVLy8vLULhbRU12DCQkJ8tiuXbvkflJSkmJpaamsWLFCf87p06flOWFhYXJ//fr1ipmZmRIXF6c/Z86cOYqTk5OSmZkp90ePHq1Ur14938/q0qWLrHOetcykniuJaUq3H8Jk/Se2rt+HKdfupKtdLCoiz3Idqj4GZ+PGjfn2xV2YaMkJDw9H06ZNkZycjJ9++gmLFy/GCy+8IM+ZP38+qlatKu8A69evD1O6a/l+z0VM3RQtm2P93e0xq1soqns7q100oqcmrnHBze1+t4K49kWrTosWLfTnVKlSBX5+fggLC5PXvHgMCgqCp6en/pxWrVph4MCBOHnyJEJDQ+U5D76H7hzRklOQzMxMuemkpKQU+melZ09c+vm600jLyoWNpRneb10FPRqUYwoMKpDqAU5hVHamUFElpmVh5PIo7Ii+KfdfCfbG5x2D4GBtcF8h0WPLy8uTAUejRo0QGBgoX4uLi4OVlRVcXPJ3t4pgRhzTnfNgcKM7rjv2qHNEfXDv3j3Y2to+1F0+adKkIviU9Kwu3UqTSy2EXbwt92uXdcXUzsHyJo/o31hoobL7J61VVAcv3sbQpZGIT8mEtYUZJr1SHV3q+HIgMRk9MRbnxIkT2Lt3r9pFwdixYzFixAj9vgiEfH19VS2TqRMzpH7eF4NpW84iIztPttqMalVFzhLl9G8yqgCnsCo7rVRUohvqux3n5QyBPAUoX8oes7vXRBUvJ7WLRvTMBg8ejLVr12L37t3w8fHRv+7l5SUHDyclJeW7sRETC8Qx3TmHDh3K9366iQcPnvPPyQhi38nJ6aHWG0HMtBIbGYZjV5Pw/h/H5VILunWkJncMQtmSbLUhIwtwnqWy02JFdTM1E+8ti8Le87fkfqeaPvikQ3XYWRnMV0b01GMphgwZglWrVslp3P7+/vmO16pVC5aWlti2bZucMSmImZViWniDBg3kvnj87LPPkJCQIMfsCWJGlgheqlWrpj9n/fr1+d5bnKN7DzLcbMRfbz6LX8IuyRs7MSvqw7ZV0bm2D1ut6Ymo/teyMCo7rdl//haGLo3CrbuZsLU0xycdAvFarf8FfUTGTLTUikkDa9askekhdF3Nzs7OsmVFPPbt21e2woqxeCJoEXWEuN51Y+7EtHIRyLz11lv48ssv5XuMGzdOvrfu5mbAgAGYNWsWRo8ejT59+mD79u1Yvnw51q1bp+rnp3//W/Dn0esy9YW4wRNEXptx7aqhlKNx37CSShSVDRw4UHF2dlZ27typ3LhxQ7+lp6fnmyYupo5v375dThNv0KCB3B6XsUz3zMnNU77eHK2Ue//+9McXp+1UzsalqF0somf24DUoHgvaRLoInXv37invvvuu4urqqtjZ2SmvvvqqrBcedOnSJaVNmzaKra2t4u7urowcOVLJzs7Od86OHTuUkJAQxcrKSgkICMj3M56kzFS0Tt9IVrrM26+f+v381B3KnrM31S4WGYBnuQ5LiP9ARf/W5Cimgvfq1Uuf6G/kyJFYsmSJnB0lpnp+9913/9pF9U9iDI64KxQztMTdoCGKT8nAsKWROHAxUe53qe2Lj16pDlsrc7WLRvTMjOEa1EKZjTFh6TdbzuLXA5dld5QYRDzkhYp4u4k/rC1Y9xGe6To0iC6q/2JjY4PZs2fLTYt2n70px9vcTsuCvZW5nP7dPqSM2sUiIioS2bl5WHwwVk6gSErPlq+1CfTCh+2qwsfVTu3ikUaoHuCY+hRIMf3xu50X5H4VL0c5S6p8KQe1i0ZEVCQ3tFtPJ2DyhtO4ePP+0hyVPR0x4eVqaFTBXe3ikcYwwFHJjeR7GLokEocv3ZH73ev5YfxL1WBjyWZZItKeyNg7mLz+DA5dut8NX9LeCsNfrISudXxhYa76soikQQxwVLDjTAJGLI/CnfRsmYl4SqcgvFTDW+1iEREVunPxqfhqczQ2nbyfk0gkK+3T2B/vPl8ejjZcGJOKDgOcYu53/mpTNObtvij3A8s4YXa3mkxcRUSac/l2GqZvO4fVkdfkAGKReFjk8xrRshJKOz+caJGosDHAKSZX76RjyJJIRMYmyX2Ranxs2yqcKUBEmnIlMR2ztp/HHxFXkSMiG5G3qJonRrWqjIqejmoXj0wIA5xisPlkHEb9fgzJ97LhaGOBqa/VQOvA0moXi4io0MTcSpNLy6yKvKYPbJ6rVAojXqyEYN/8awkSFQcGOEUoKydPzhaYv++S3BcX+ayuofB14zRIItKGE9eSMXfXBaw/fkN2RQlNK5XCsOYVUausq9rFIxPGAKeIxN5Ox+AlETh2NVnuv93YH6NbV4GVBWcLEJHxT/cW6+R9v/si9py7v16e0KKqBwY1q4BQPwY2pD4GOEVA3MmM+f0YUjNz5EJxX3UOxovVPNUuFhHRM8nMycWaqOv4eW8MzsSlytfE4OGXg73xTtPyqObNjM9kOBjgFKKM7Fx8tu60TDsu1PRzwcxuNVHGhTMGiMi483YtOhCLJYdiZcZ1QSwE3KWOL/o29me3OxkkBjiF5NKtNAxaHIGT11Pk/oDnymNky0qwZAIrIjJCeXn3u6F+O3AZ284kIPfvATalnW3Qs2E5dK3jB2c75rEhw8UApxD8efQ6Plh5HHczc+Bmb4WvXw9Gs8oeaheLiOiJXU+6hz/Cr2LZkSu4euee/vW6/m7o3bCc7G5n5mEyBgxwnrFLatJfp2SzrVC3nBtmdA2Fl7ON2kUjInps6Vk52HwyXuauEa02ujWQRVqLjqFl0L1+WVRiDhsyMgxwntL5hLsYvDhCDrQrUQIY3KyCnBbJOxsiMpbM6iKY+TPquszVlZaVqz9Wz99Njq9pG1Sa6+OR0WKA8xRWRlzFuNUnkJ6VC3cHK3zbJRSNK3IlXCIy/Nxc+y7cwsbjcdh0Kg5J6dn6Y75utugY6oOONctw+RjSBAY4T9iMO3HNSawIvyr3GwSUxPQ3QuDhxC4pIjJMIoP6rrM3sfVUPHZEJyA1I0d/TNygtQsqjVdCvFHTzxUlRHM0kUYwwHlMZ+NTMWhRBM4l3JV5H4Y1r4TBL1SAudghIjKg2U+nbqRg97mb2Bl9E+GX7+hnQAmlHK3l2lDtapRGPf+SrMNIsxjgPEbGzhVHrmLCnyeQkZ0nK4cZb4SiQfmSaheNiEjWURdu3sWBi4kIu3AbYRdvI/HvXDU6FTwc0KKqJ16s5oFQX1eYMaghE8AA5xHSMnPkWBuxeJzQpKI7vukSAncHa7WLRkQm6l5WLo5fS0bUlTs4cumObKHRJd/TsbcylzdhYk0okbKCifjIFDHA+Renb6TILqmLt9JkE65YEXfgc+V550NkZGbPno2pU6ciLi4OwcHBmDlzJurWrQtjkJSeJWdqivpIJBEVC1uKbvIHu5wEawszOYamXoAbGlVwR7CPC9e9I5NnNAFOcVVSorl38aFYmd9GzDjwcrLBzG6hqFPOrdB/FhEVrWXLlmHEiBGYO3cu6tWrh2+//RatWrVCdHQ0PDw8DGbywrU79xCbmI5Lt9NlVnTR5SRSUSSkZhb4bzwcrRHq5yKDmtrlXBFYxhnWFpzOTfSgEor4i24ElVSPHj3yVVIrVqx47EoqJSUFzs7OSE5OhpPTvy8Gl5qRjbErj2PtsRtyv1nlUvj69RCZnZiInt7jXoOFTdQXderUwaxZs+R+Xl4efH19MWTIELz//vuFVmZRjWbnKsjKzZMJQMWWlpkrs5unZGQjOT1bjosR2627mTJwiUvOkGs83XlgqnZBxFp2YhHLqqWdEOjthCAfZ3njxRlPZApSnqHuMIoWnGnTpqFfv37o3bu33BeBzrp16/Dzzz//ZyX1uM7Fp+LtX47g8u10WJiVwOjWlfF24wB2SREZqaysLISHh2Ps2LH618zMzNCiRQuEhYU9dH5mZqbcHqxYH8fkDacxb9fFZyqro7UFfNzs4O9uJ3PQVCjlgIBS9qjo6QgHa6OopokMjoXWKqmn5WJnJRP3ibslsdxCrbKuhfbeRFT8bt26hdzcXHh6euZ7XeyfOXPmofMnT56MSZMmPfHPETdE/yTGv4jAxN7aHE42lnC2tYSrnZVsDRaTFDycrOHpZI3SzrbwdrblopVEphjgPGkl9bR3YmL69/xedeDjaiuDHSIyLeImSozXebDeEN1Z/2Xg8xXQp5E/LC3MYGlmJgf8suWXSH0GH+A8jae9ExMD9YhIG9zd3WFubo74+Ph8r4t9Ly+vh863traW25MSLTXsRiIyPGZaq6R0d2JiQJJuu3LlSjGVlogMhZWVFWrVqoVt27bpXxODjMV+gwYNVC0bERU9My1WUuIuTIy2fnAjItMjupx++OEHLFy4EKdPn8bAgQORlpamn7BARNplYSyVVM+ePVG7dm2Z+0ZME2clRUT/pUuXLrh58yYmTJggc2iFhIRg48aND43pIyLtMYoAh5UUET2twYMHy42ITItRBDjPWknpchk+bl4LIipcumvPCPKK6rHeIDLuusNoApxnkZqaKh8fZ8onERXttSiykhoD1htExl13GMVSDc9KDEq+fv06HB0dC0xvrst3IWZbaWFAMj+P4dPaZ/qvzyOqGVFBeXt7y0SdxsDU6g0tfiZ+HtOuO0yiBUf8T/Hx8fnP87Q244qfx/Bp7TM96vMYS8uNqdcbWvxM/DymWXcYx60UERER0RNggENERESawwDn78SAEydOfKo07YaIn8fwae0zae3zmOpn1tpn4ucx7c9kEoOMiYiIyLSwBYeIiIg0hwEOERERaQ4DHCIiItIcBjhERESkOSYf4MyePRvlypWDjY0N6tWrh0OHDsEYTJ48GXXq1JFZVj08PNChQwdER0fnO+f555+XGVgf3AYMGABD9dFHHz1U3ipVquiPZ2RkYNCgQShZsiQcHBzQqVMnxMfHw1CJ36t/fh6xic9gDN/P7t278fLLL8sMoqJsq1evzndczE8QC+CWLl0atra2aNGiBc6dO5fvnMTERHTv3l0m8HJxcUHfvn1x9+5daAHrDsOgtXpDYN2BQqk7TDrAWbZsGUaMGCGnqEVERCA4OBitWrVCQkICDN2uXbvkL/uBAwewZcsWZGdno2XLlkhLS8t3Xr9+/XDjxg399uWXX8KQVa9ePV959+7dqz/23nvv4a+//sKKFSvk5xdp9Dt27AhDdfjw4XyfRXxPQufOnY3i+xG/S+KaEH/ICyLKOmPGDMydOxcHDx6Evb29vH7EHxQdUUGdPHlSfva1a9fKiq9///4wdqw7DIuW6g2BdQcKp+5QTFjdunWVQYMG6fdzc3MVb29vZfLkyYqxSUhIENP9lV27dulfe+6555Rhw4YpxmLixIlKcHBwgceSkpIUS0tLZcWKFfrXTp8+LT9zWFiYYgzEd1G+fHklLy/P6L4f8f951apV+n3xGby8vJSpU6fm+46sra2VJUuWyP1Tp07Jf3f48GH9ORs2bFBKlCihXLt2TTFmrDsMh9brDYF1h/JUdYfJtuBkZWUhPDxcNo09uPaM2A8LC4OxSU5Olo9ubm75Xl+0aBHc3d0RGBiIsWPHIj09HYZMNFOKZs2AgAAZwcfGxsrXxXcl7jQf/L5EM7Sfn59RfF/i9+23335Dnz598i3caGzfj05MTAzi4uLyfR9ivRjRVaP7PsSjaFquXbu2/hxxvrjOxF2bsWLdYXi0Wm8IrDuevu4wicU2C3Lr1i3k5ubC09Mz3+ti/8yZMzAmYtXj4cOHo1GjRvKXXadbt24oW7asvPCPHTuGMWPGyL72lStXwhCJX/AFCxagcuXKssl10qRJaNKkCU6cOCEvCCsrK/lL/8/vSxwzdKIPOikpCb169TLa7+dBuv/nBV0/umPiUYzxeJCFhYX8Q2oM39m/Yd1hWLRcbwisO56+7jDZAEdLRH+6uJgf7HcWHuyvDAoKkgO6mjdvjgsXLqB8+fIwNG3atNE/r1Gjhqy4xEW8fPlyORDNmP3000/y84kKyVi/H9IeLdQdWq43BNYdT89ku6hE0565uflDo+nFvpeXF4zF4MGD5QCsHTt2wMfH55HnigtfOH/+PIyBuOuqVKmSLK/4TkRTrbiTMbbv6/Lly9i6dSvefvttzXw/uv/nj7p+xOM/B93m5OTI2RGG/p09CusOw6aVekNg3fFsdYfJBjii2bJWrVrYtm1bvuZasd+gQQMYOjF2S1RQq1atwvbt2+Hv7/+f/yYqKko+imjfGIgpgeKORJRXfFeWlpb5vi/RJCv62g39+5o/f75sbm3Xrp1mvh/x+yYqmge/j5SUFNk/rvs+xKP4wyLGQeiI31VxnekqZGPEusOwaaXeEFh3hD9b3aGYsKVLl8qR2wsWLJCjtvv376+4uLgocXFxiqEbOHCg4uzsrOzcuVO5ceOGfktPT5fHz58/r3z88cfKkSNHlJiYGGXNmjVKQECA0rRpU8VQjRw5Un4eUd59+/YpLVq0UNzd3eUsD2HAgAGKn5+fsn37dvm5GjRoIDdDJmbXiDKPGTMm3+vG8P2kpqYqkZGRchNVxbRp0+Tzy5cvy+NTpkyR14so+7Fjx5T27dsr/v7+yr179/Tv0bp1ayU0NFQ5ePCgsnfvXqVixYpK165dFWPHusNwaLHeEFh3tH7musOkAxxh5syZ8pfIyspKTv08cOCAYgzEL01B2/z58+Xx2NhY+Qvv5uYmK+IKFSooo0aNUpKTkxVD1aVLF6V06dLyuyhTpozcFxezjvjlf/fddxVXV1fFzs5OefXVV2XFbMg2bdokv5fo6Oh8rxvD97Njx44Cf8d69uypn+45fvx4xdPTU36G5s2bP/Q5b9++LSslBwcHxcnJSendu7es/LSAdYdh0GK9IbDuuP3MdUcJ8Z/CbYAiIiIiUpfJjsEhIiIi7WKAQ0RERJrDAIeIiIg0hwEOERERaQ4DHCIiItIcBjhERESkOQxwiIiISHMY4BAREZHmMMAhIiIizWGAQ0RERJpjARMgViC9fv06HB0dUaJECbWLQ2RyxIowqamp8Pb2hpmZcdxXsd4gMu66wyQCHFFJ+fr6ql0MIpN35coV+Pj4wBiw3iAy7rrDJAIccQem+x/k5OSkdnGITE5KSooMFnTXojFgvUFk3HWH0QQ4s2fPxtSpUxEXF4fg4GDMnDkTdevWfax/q2teFpUUKyoi9RhTVw/rDSLjrjuMojN82bJlGDFiBCZOnIiIiAgZ4LRq1QoJCQlqF42IiIgMkFEEONOmTUO/fv3Qu3dvVKtWDXPnzoWdnR1+/vlntYtGREREBsjgA5ysrCyEh4ejRYsW+tfESGqxHxYWVuC/yczMlP12D25ERERkOgw+wLl16xZyc3Ph6emZ73WxL8bjFGTy5MlwdnbWb487EyL88h3cTM0slHITERHRw3Jy83Dx5l0kpGagKBnNIOMnMXbsWDlm55+jsB8lLjkD/X45AnOzEpjeJQQNK7gXQ0mJiIi0KSsnD5dup+Fc/F2cS0jFuYS7OB9/FzG30pCVm4f321TBgOfKm26A4+7uDnNzc8THx+d7Xex7eXkV+G+sra3l9iTSs3Lg7mCFs/F30f2ngxjyQkUMa15RBjxERERUsOzcPFy6lYbo+FT5N/ScfEzFpdvpyM1TCvw3NpZmSM/MQVEy+ADHysoKtWrVwrZt29ChQwd9hlGxP3jw4EL7OQGlHLBmUGNM/PMElh+5ihnbzuFQzG1MfyMUnk42hfZziIiIjFFenoJrSfdwJu5+ACMf41Jx8dZdZOcWHMg4WluggqcDKpRyQCVPR1TwcJBbGRdbmBVxA4LBBziC6G7q2bMnateuLXPffPvtt0hLS5OzqgqTrZU5vnwtGA3Kl8SHq07gwMVEtJ2+B990CUHTSqUK9WcREREZqpSMbETHpeLMjRSc/vtR7Kdl5RZ4vr2VOSp6OqKS5/1ARvfcy8lGtfxXRhHgdOnSBTdv3sSECRPkwOKQkBBs3LjxoYHHheXVUB/U8HHBoEURMkLt8fMhvPt8eYx4sRIszA1+XDYREdFjt8pcuZOOU9dTcPpGCk7dSJWPoqWmIJbmJVC+lAOqeDmikpcjKns6orKXo2yRMbREniUUsZKVxolBxmI2VXJy8hNlJM3IzsUna09h0cFYuV+nnCtmdA1FaWfbIiwtkfY87TWoJmMsM9F/Dfo9G58qg5mT15NxSrTO3EjF3X8ZC1Pa2QZVSzvJAEY8iqDG390elsV4o/8s16FRtOCoxcbSHJ+9GoT6ASUxduVxHL50R3ZZTXs9BM2qeKhdPCIion+9QT91IwUnryXjxLUUnLieLIObgsbKWFmYyZaYqqXvBzJy83KCs50ljBkDnMfwcrA3gso4Y/CSCPmL0nvBYbzTNAD/16pysUayREREBQUzolvp+LVkHLsqAppkOSW7oBlMTjYWqO7tjOreTqjm7SSfly9lr8nhFwxwHlM5d3v8MbAhJq8/gwX7L2He7os4dCkRM7uGwsfVTu3iERGRiSTJE1Oxj11NwtGryTh6JUm2zOQUEMy4O1ghsIwzAr2d5aMIanxcDW+sTFFhgPMErC3M8dEr1VE/wA2jfj+GyNgktJuxF1Nfq4GW1QvOyUNERPQ0xBDZ68kZiIpNQtSVO4i6kiRbaTKy8x46t6S9FYJ8nGVvg9x8nFWdwWQIGOA8hdaBpWWz3uDFETKC7v9rOHo3KoexbarKvkwiIqKn6WoSXUwRsXcQKbckJBSwfJCDtYUMYoJ9XRDs44wavi7wdjbtYKYgDHCekq+bHVYMaIgvN57Bj3tjMH/fJURcvoOZXWvCryS7rIiICP+5RNCRy4lyHUTx9+Pk9ZSHuppENn0x+DfE1wUhvq4I8XVGgLtDkSfJ0wIGOM9AtNaMe6manGU1csVR2ZrTbsYefPlaDbQJKq128YiIyIDyzZy/eReHYhJx5FKinJVbUK6ZUo7WqOnngpp+rqhZ1lWOnxFJaOnJMcApBC2qeWL9sCYYuiRSRuIDF0WgR4Oy+KBtVTnVnIiITG8wsGiREQHNQRHUXE5EUnp2vnNEI4yYkl2rrKt+M8SEecaKAU4hEb+US/vXx1ebozFv10X8EnZZBjuzutWUiZGIiEjbC06KAcAHLt6Wy/yEX0p8aFkDW0tz1Czrglpl3WTi2FA/VzmehooG/88WIpETRww0ll1Wy4/K6P3lmXvxeccgvBLsrXbxiIiokIgcMyIj8P4LtxB28TYOxzwc0IicM3X9S6Kuv6t8FNO0mTut+DDAKQLNKntg/dD7XVYiV454DLtwGxNfrsYuKyIVTJkyBWPHjsWwYcPkYr1ETzNlO+ZWGvadv4W952/JVprke/m7nFzsLFHP3w31/EvKG12xtAEHA6uHAU4R8XK2weJ+9TB92znM2nEeSw7Fyml/ostKLBVPRMXj8OHDmDdvHmrUqKF2UcjI3EnLwr4Lt7Dn7P2g5p+Dgh2tLVAvwE0GMw3LuzOgMTAMcIqQSH09smVlGc0PXxYpVyZ/ZdZefNohEB1r+qhdPCLNu3v3Lrp3744ffvgBn376qdrFISPodhLJ9HadvSk3kS34weWorczN5EDgRhVKolEFd5mLRotLHGgFA5xi0Liiu+yyGr4sCvsv3MaI5Udll9Wk9tVhZ8WvgKioDBo0CO3atUOLFi0Y4FCBEtOysOtsAnacuYnd524+NNOpkqcDmlQshSYV3VHX3411thHhN1VMPJxs8Gvfepi94zy+3XoWK8KvyjuF2d1ropKno9rFI9KcpUuXIiIiQnZRPY7MzEy56aSkpBRh6UjNsTTR8anYdjoB207HI/JK/lYaRxsLNK1YCs9VKoWmlUrJ4QZknBjgFCORkXJo84qoU84Nw5ZGytVeRZfVx68EonNtH+Y+ICokV65ckQOKt2zZAhubx/sDNXnyZEyaNKnIy0bqTOEW+Wi2nIrH1tPxuHon/1gakYvmhSql8HxlD4T6urDbSSNKKCKc1ThxJ+bs7Izk5GQ4OTnBENy6m4n3lkVhz7lbcv/V0DJybI49cyKQBhX3Nbh69Wq8+uqrMDf/36zF3NxceRNhZmYmW2oePPZvLTi+vr4GVW/Q40vPysHuszex6WS8bKlJycjRH7O2MJNjaJpX9cALVTxQ2tlW1bJS0dQd/GuqEncHayzsXRdzdl3AtC1nsSryGo5eTcLsbjXl3QQRPb3mzZvj+PHj+V7r3bs3qlSpgjFjxjwU3AjW1tZyI+OVmpGN7WcSsP74DTlI+MFVt8Vq2yKgaVHVU46p4fIH2scAR0ViOuGgZhXkwLUhiyNx8WYa2s/eh49ero6udX3ZZUX0lBwdHREYGJjvNXt7e5QsWfKh18m43c3MkS00a4/dD2qycv4X1Pi42qJ1dS+0CvSSazuJYQJkOhjgGAAxJkesZfV/K47Ku48PVh2X2TEndwyCo42l2sUjIjIoGdm52HEmAX8duy4HC2c+ENQEuNujTZAX2gSWlpmDeaNoulQLcC5duoRPPvkE27dvR1xcHLy9vfHmm2/iww8/hJWVlf68Y8eOyameYiZEqVKlMGTIEIwePRpa42ZvhR971MaPey/iy43R8m5ErGsiuqwCyzirXTwio7dz5061i0DPmKNGrPO0OvIaNp6IQ2rm/8bUiPX+XqpRGm2DSstkewxqSNUA58yZM8jLy5MZRitUqIATJ06gX79+SEtLw1dffaUfXNSyZUuZw2Lu3LmyT71Pnz5wcXFB//79Ndll1b9pedQud7/L6vLtdHT8bj8+bFdVrk7Oi5aITM3Z+FT8EXEVayKvIy4lQ/+6t7MNXg72lhtbasjgZ1FNnToVc+bMwcWLF+W+eC5adEQLj65V5/3335czJESAZMyzqP5Lcno2Rv1+FJtPxct90Y/8xWs14GzLLisyPsZ4DRpjmbVC1H9/Hr0m84Udu5qcb/HKdjW80SHEW3btc1kE7UvRyiwq8QHc3Nz0+2FhYWjatGm+LqtWrVrhiy++wJ07d+Dq6gqtcrazxLy3amH+vkuYvOE0Np6Mw4nryXItqxBfF7WLR0RUqMS9tliVe9nhK9hwIk4/WNjCrITMT/NarTJoVsUD1hac/URGFuCcP38eM2fO1HdPCaLlxt/fP995np6e+mP/FuBoJSOpaHLt09hfrn0yeEkEriTeQ+e5+zGmdRX0bezPJlkiMnq372bi9/CrckHiS7fT9a+LsTSda/uifYi3TKtB9KQKPV2j6EISf3gftf2ze+natWto3bo1OnfuLMfhPCuRkVQ0aek2kazLmAX7umDd0CZoG+SF7FwFn647jX6/HEFSepbaRSMieqrWmvDLiRi+NBINJm/H5A1nZHDjYG2BbvX88OfgRtgwrIm8kWNwQwYzBufmzZu4ffv2I88JCAjQdztdv34dzz//POrXr48FCxbILKM6PXr0kK0vYsyNzo4dO/DCCy8gMTHxiVpwtJCRVHxVvx24jE/WnkZWbp4cZDezWyhqlf1ftx6RITLG8SzGWGZjmN7959HrWLj/Ek5e/1/Leg0fZ3Sr6ycHDDObOxnsGBwxlVtsj0O03DRr1gy1atXC/Pnz8wU3QoMGDeQg4+zsbFha3h9cK9aWqVy58iPH32g1I6lo/XqrQTmE+rli8OIIecfz+rwDGNWqMvo3CeCAOyIySAmpGfg17DIWH4zF7bQs/XIJrwR74836ZWUrNZFmZlGJ4Ea03JQtWxYLFy7Mlzrdy8tLPoqITQQzYqq4SK8uppKLaeLffPPNE00T1+KdmMjeOXblcfx19Lrcf75yKXzdORgl2ZxLBsgYr0FjLLMhTvH+YfdFrIm6LludBdHyLG7U3qjjC1f7/00gITL4FpzHJVpixMBisfn4+OQ7pou5xIfavHmzTPQnWnnc3d0xYcIETebAeVKir3rGGyFoWL4kPvrzJHZG30TbGXsws2tNufQDEZFaDl9KxNydF7DtTIL+tZp+LujbOACtqntytW4yvTw4RUXrd2Knb6Rg0OIIuZaV6KUa8WIlvPt8BXZZkcEwxmvQGMusJvGnZM+5W5i1/TwOXUqUr4mJnq2qeaFf0wA5G5TIJFpwqPCI1cf/GtwY41efwMrIa/hq81kcjEnEtNdDUMqRXVZEVLSBjWhB/nbbORy9kiRfszQvgU41fdC/aQACSjmoXUQyUQxwNELMPPj69WA0KF8S49eckHdSostquuzGcle7eESkwcBm97lbmLblrD6wsbE0Q7e6ZWVg4+Vso3YRycQxwNHYLCuRGEtkOhZdVmfj7+LNHw9iyAsVMbR5RZizy4qICsGRS4n4clM0DsXc74qytTSX6+WJrijmrSFDwQBHgyp6OmLNoMaY+OcJLD9yFdO3nZMVkWjN8XDiXRURPZ1z8an4YmM0tp6+v0aelYUZ3qpfFgOeK8/ucDI4DHA0ytbKHF++dr/L6sNVJ+QaL6LL6psuIWhS8fHyFBERCTdTM/HN1rNYeigWeQpka/DrtX1ky3BpZ1u1i0dUIAY4GvdqqA9q+Lhg0KIInIlLRY+fD+Hd58vjvRaVOFWTiB4pMydXLvgrZkaJ3FuCmOY9qlUVVPDg4GEybAxwTED5Ug5YPagRPl57SmYSnb3jAg7H3MH0riG8+yKiAu2ITsCkP0/qF8AUyymMa1eNebbIaDDAMRE2lub4/NUg1A8oiQ9WHpd5KtpO3yOnkjer4qF28YjIQFxPuieTh24+dX+cjRhbM6Z1FXQMLcPcWmRUGOCYGLH2S40yznKWlVjsrveCw3inaQD+r1VlWLLLishk5eTmYcH+S3Lad3pWrhxn06dROTnOxtHm/lqARMaEAY4JKuduj5XvNsTn605jYdhlzNt9UaZWn9mtJsq4sMuKyNSciUvBmN+P4ejVZLlfp5wrPu0QhMpejmoXjeip8ZbdRFlbmGNS+0DM6V4TjjYWiIhNkl1WW/5uliYi7cvOzcP0refw0oy9MrgRdcHkjkFY1r8BgxsyemzBMXFtgkojsIwzBi+OkBVcv1+OoG9jf9nnLnJcEJF2c9qMWH4Ux6/db7VpWc0Tn3QIhCdzZZFG8C8YwdfNDisGNESfRv5y/6e9Meg8dz+uJN6fPUFE2lpiYeH+S3hp5l4Z3DjbWsokoPPeqsXghjSFAQ5JorVmwsvV8EOP2rLCE605IjHgxhM31C4a0VOZM2cOatSoIVcgFluDBg2wYcMGmLI7aVl4e+ERTPzzJDJz8tC0Uilsfq8p2oeUkUu9EGkJAxzK58Vqnlg/rAlq+rkgNSMHA36LwMQ1J2TCLyJj4uPjgylTpiA8PBxHjhzBCy+8gPbt2+PkyZMwRWIigbhp2XYmQd7QTHy5Ghb0qsNWG9KsEopor9S4lJQUODs7Izk5Wd7J0eMNPvxqczTm7boo9wPLOGFW15pyBhaRsV6Dbm5umDp1Kvr27Ws0ZX5WoooX3c6TN5xBbp6CAHd7zOwWiurezmoXjahIr0O24FCBRE6csW2qYn6vOnC1s8SJaymyz/6vo9fVLhrRE8vNzcXSpUuRlpYmu6oKkpmZKSvTBzdjl56VgyFLIvHputMyuBF5sP4a0pjBDZkEBjj0SCLLseiyqlvOTa5FIyrLD1YdR0Y2u6zI8B0/fhwODg6wtrbGgAEDsGrVKlSrVq3AcydPnizvFHWbr68vjNm1pHt4bU4Y1h67AQuzEpj0SnU5mNjempNnyTSwi4oeO8vp9G3nMGvHeYjfmCpejpjdvaZc54rIUK/BrKwsxMbGyp/7+++/48cff8SuXbsKDHJEC47YHiyzCHKMsd6IupKEtxcexq27WShpb4U5b9biGlJkcnUHAxx6InvO3cR7y6JkxWlnZY7PXg2UK5YTGcM12KJFC5QvXx7z5s0zmjI/KTHzcdjSKDlLqmppJ/zYszYzlJPRMvoxOOKuKSQkRE5TjIqKynfs2LFjaNKkCWxsbOTd1JdffqlaOQloUrGU7LJqWL6kXK/mvWVHMfr3o7iXxS4rMnx5eXn5Wmm05tewSxi4KEIGN80ql8KKAQ0Y3JDJMogAZ/To0fD29i4wcmvZsiXKli0rp3qK2Q8fffQRvv/+e1XKSfd5ONrg17718F6LShCLCy8/chWvzNorM6MSGYqxY8di9+7duHTpkhyLI/Z37tyJ7t27Q2tEQ/w3W85i/JqTsgu5ez0/mdPKgeNtyISpHuCIxFubN2/GV1999dCxRYsWyT70n3/+GdWrV8cbb7yBoUOHYtq0aaqUlf5HrDQ8rEVF/PZ2PZRytMa5hLt4edZeLD9yRVa2RGpLSEhAjx49ULlyZTRv3hyHDx/Gpk2b8OKLL0JLxPX22brTcoycMLxFRXzaIRAW5qpX70SqUjW8j4+PR79+/bB69WrY2dk9dDwsLAxNmzaFlZWV/rVWrVrhiy++wJ07d+Dq6lrMJaZ/aljeHRuGNZHjcvacu4XRvx/DgQu35Zo2nK1Bavrpp5+gdXl5Cib8eQK/HYiV+2KmVM+G5dQuFpFBMFPzrqNXr15y6mbt2rULPCcuLg6enp75XtPti2P/Rov5LAyZu4M1Fvaui1GtKssuq5WR12SX1ekb/P9OVJR1qFhyQQQ3YpWFLzoFMbghKsoA5/3335eDhR+1nTlzBjNnzkRqaqrsFy9sWstnYQzMzEpgULMKWNq/AbycbHDhZho6zN6HxQdj2WVFVMjENSWS9/164LIMbr56LRhd6vipXSwig1Lo08Rv3ryJ27dvP/KcgIAAvP766/jrr7/yLfAmso2am5vLQYALFy6U/eei9UV0Yens2LFDrimTmJj4r11UWspnYYwS07IwcnkUdkTflPsvB3vj81cD4WhjqXbRSCXGOOXakMv87daz+Hbr/TE3ouWGwQ1pVcozXIeFPkiiVKlScvsvM2bMwKeffqrfv379uhxfs2zZMtSrV0++JlKqf/jhh8jOzoal5f0/jlu2bJGDBh81/kZkLRUbqcPN3go/9ayDH/ZcxNRN0XJ5h+NXkzCrW00ElmGKeKJnIVptdMGNGHPD4IbIwMbg+Pn5ITAwUL9VqlRJvi6ScIlVgIVu3brJAcZiYTyxArAIfqZPn44RI0aoVWx6gi6rd54rj2Xv3M/Dcel2Ojp+tx+/hF1ilxXRU9p0Mg4T1pyQz4c2r8gxN0SPYNDzCEWzlJhCHhMTg1q1amHkyJGYMGEC+vfvr3bR6DHVKuuKdUMbo0VVT2Tl5mHCmpMYtDgCyfey1S4akVE5fjUZw5dGyTw3Xev64b0WFdUuEpFB41INVCzEr9nP+y5hyobTyM5V4Otmi1ldayLY10XtolExMMZr0JDKHJecIWcmJqRmommlUvi5Z23muSGTkGLsSzWQ9onB5H0b++P3AQ1lcHMl8R5em7sfP+2NYZcV0SNk5uRiwG/hMrip6OGAWd1CGdwQPQZeJVSsRIvN2iFN0CbQS7bkfLL2FPr9Eo6k9Cy1i0ZkkD7+65RcHdzJxkIO3nfibESix8IAh4qds60lvuteEx+3rw4rczNsPR2PdjP2IvzyHbWLRmRQ/gi/ikUH7yfym941FH4lH874TkQFY4BDqnVZ9WhQDivfbYhyJe1wLekeXp8Xhnm7Lsj080SmLuZWGsb/PWNqWPOKaFbZQ+0iERkVBjikKpEX568hjfFSjdLIzVMwecMZ9F14WCYLJDJVWTl5GLokEulZuagf4IYhL3DGFNGTYoBDqhMZjmd2DcXnrwbB2sJMZkBuO30PDsUkql00ItUyFR+/lgwXO0t80yUE5mKRNyJ6IgxwyGC6rLrV88PqQY0QUMoecSkZ6PrDAczecZ5dVmRSjl1NwrzdF+XzKR2DUNrZVu0iERklBjhkUKqWdsJfgxvj1dAysstKLPXQc/4h3Lr7v7XFiLQ8JXzUimPyd/+VYG+0DiytdpGIjBYDHDI49tYWmPZ6ML7sVAM2lmbYc+4W2kzfg/0XbqldNKIiNXvHBUTHp8LdwQofvVJd7eIQGTUGOGSwXVav1/HFn4Mby+RmN1Mz8eaPB+XYBHF3S6Q1l26lYe7OC/L5pFcC5aK1RPT0GOCQQavk6SiDnNdr+0DENWIVZRHoJKRkqF00okIjsnlP+uukXK9NLMXQNshL7SIRGT0GOGTwbK3M8eVrwbLbys7KHGEXb6PtjD3Yc+6m2kUjKhRbTyfI2YOW5iXw0cvVZAsmET0bBjhkNDrW9JGtOVW8HHHrbhZ6/HwIX22KRk5untpFI3pq2bl5+HTdKfm8X5MABJRyULtIRJrAAIeMSgUPBzmVXEwpF2t0ztpxHt1+PChXWyYyRksPxeLy7XS4O1hjULMKaheHSDMY4JDRsbE0l0kBZ3QNhYO1hUwIKLqsdkYnqF00oieSlpmD6dvOy+dDm1eQMwiJqHAwwCGjJfKErB3SGNW9neTSDr3mH8bkDadlkz/R5MmTUadOHTg6OsLDwwMdOnRAdHQ0DMn8fTEyx5Ofmx3eqOOndnGINIUBDhm1cu72csHOng3Kyv15uy7ije8PyMU7ybTt2rULgwYNwoEDB7BlyxZkZ2ejZcuWSEtLgyFIzcjWZywe2bISrCxYHRMVJraHktGztjDHpPaBqB9QEqP/OIbwy3fkWlZfdQ7Gi9U81S4eqWTjxo359hcsWCBbcsLDw9G0aVOobdHBWKRm5KB8KXu8XMNb7eIQaQ5vGUgz2gSVxrohTRDs44zke9no98sRfLL2lFyZmSg5OVk+urm5FXg8MzMTKSkp+baikpGdi5/2xsjnA54rDzMupklU6BjgkKb4lbTDigEN0aeRv9wXf0Q6zwvDlcR0tYtGKsrLy8Pw4cPRqFEjBAYG/uuYHWdnZ/3m6+tbZOX5I+KqzM5d2tkG7UPKFNnPITJlDHBIc8RYhgkvV8P3b9WCk40Fjl5JkrOsNp64oXbRSCViLM6JEyewdOnSfz1n7NixspVHt125cqVIypKXp+D7v8feiLw3HHtDVDRUv7LWrVuHevXqwdbWFq6urnKmw4NiY2PRrl072NnZyf7zUaNGIScnR7XykvFoWd0L64c1QaifixzrMOC3CExcc0Ku2EymY/DgwVi7di127NgBHx+ffz3P2toaTk5O+baisPvcTZn3RgTfb9QtulYiIlOnaoDzxx9/4K233kLv3r1x9OhR7Nu3D926ddMfz83NlcFNVlYW9u/fj4ULF8qBghMmTFCz2GREfFztsPydBninaYDcXxh2GZ3m7JcLG5L213cSwc2qVauwfft2+Pvf77ZU228HYuVjp1o+sLPiPA+iolJCEbWACkQrTLly5TBp0iT07du3wHM2bNiAl156CdevX4en5/3ZMHPnzsWYMWNw8+ZNWFk93mq7YrCg6FMXzc5FdVdGhm/7mXiMXH4Ud9KzZYLAKZ2C8BJnrxQLNa7Bd999F4sXL8aaNWtQuXJl/euiHKLFWI0yX0+6h8ZfbJcLx24d0RQVPBwL5X2JtCrlGa5D1VpwIiIicO3aNZiZmSE0NBSlS5dGmzZtZD+5TlhYGIKCgvTBjdCqVSv5gU+ePPmv712csyHIeLxQxVN2WdUp54q7mTkYvDgSH6w6Lme0kPbMmTNHVorPP/+8rF9027Jly1RdlkEEN/UD3BjcEBUx1QKcixfvD7L76KOPMG7cONlHLsbgiMooMTFRHouLi8sX3Ai6fXHs3xTnbAgyLqWdbbGkX30MalYeYsHmxQdj0WH2Ply4eVftolEhE43TBW29evVSpTxiUdilh+8PXO5e735iSiIyogDn/fffR4kSJR65nTlzRk7bFD788EN06tQJtWrVwvz58+XxFStWPFMZims2BBknC3MzjGpVBQt710VJeyuciUvFyzP3YnXkNbWLRhq2/8JtJKRmws3eCq2qe6ldHCLNK/QRbiNHjvzPO6SAgADcuHF/ym61atXyzWIQx8TMKcHLywuHDh3K92/j4+P1x/6NeB+xET1K00qlZJfVsKWROHAxEcOXRSHswm189Ep12FqZq1080pg/j16Xj22DvDg1nMgYA5xSpUrJ7b+IFhsRhIjF7xo3bixfE2vFXLp0CWXL3m++bdCgAT777DMkJCTIKeKCWFNGDDR6MDAielqeTjZY9HZ9zNh2DjO2n8OyI1cQeeUOZneriYqeHCNBhUOkJth04n63OpdlICoeqt1GiCBlwIABmDhxIjZv3iwDnYEDB8pjnTt3lo9iYTwRyIip5GIa+aZNm+R4HZG0iy00VFjMzUrgvRcrYVHfeijlaI2z8Xfx8qy9WHGEXZtUOHZF30RqZg68nGxQp1zBS0UQUeFStZ106tSpeOONN2QAU6dOHVy+fFnmqxCDjQVzc3M5+Fg8itacN998Ez169MDHH3+sZrFJoxpWcMf6oU3QpKI7MrLzMOr3YxixLAppmUwsSYXTPfVSjdJcd4pI63lwihPz4NCTptL/bud5TNtyVk7pFas9z+5eE1W8+LtjStdgYZU5PSsHtT7ZinvZuVgzqBGCfV0KtZxEWpZijHlwiAyVuMMe/EJFOZ3c08kaF26mof2sfVhyKFZOMyZ6EvvO35bBjY+rLWr4OKtdHCKTwQCH6F/UCygpu6yer1wKmTl5GLvyOIYtjUJqRrbaRSMjsutsgnxsVtlDpsEgouLBAIfoEUo6WOPnnnXwfpsqcjCyGEshcuacuJasdtHICIgWv53RN+VzESgTUfFhgEP0GF1WA54rj+Xv1Ie3sw0u3U5Hx+/249ewS+yyokeKuZWGq3fuwcrcDPUDSqpdHCKTwgCH6DHVKusmEwO2qOqBrNw8jF9zEoMWRyCFXVb0L3advd96U8ffFfbWXDmcqDgxwCF6Ai52VvihR22Ma1cVluYlsP54HF6asRfHriapXTQyQLruqecqsXuKqLgxwCF6QmKg6NtNArBiQEM5MyY2MR2d5uzHz3tj2GVFemKV+gMXb8vnz1W6n4mdiIoPAxyipxTi64J1Q5ugdXUvZOcq+HjtKbzzaziS09llRUD45Tty9p3IXlzJ00Ht4hCZHAY4RM/A2dYSc96siUmvVJcDSTefikfbGXsQEXtH7aKRyiIu3/8dqOvvxunhRCpggEP0jMQfr54Ny2Hluw1RtqQdriXdw+tzwzBv1wWZFZlMU+SV++OyQv2YuZhIDQxwiApJYBlnrB3SWK43lJOnYPKGM3j7lyNITMtSu2hUzMRYrMi/W/FC/e6vrUdExYsBDlEhcrSxxMyuofj81SBYWZhh+5kEtJuxB4cvJapdNCpGl2+n4056tvwdqFbaONbeItIaBjhERdBl1a2eH1a/2wgB7va4kZyBN74/gNk7zrPLykREXrnfehPo7SSDHCIqfrzyiIpINW8n/DmkMTqEeCM3T8HUTdHoOf8Qbt3NVLtoVMSiYnXjb9g9RaQWBjhERcjB2gLfdAnBF52CYGNphj3nbqHt9D0Iu3A/PwppEwcYE6mPAQ5RMXRZdanjhzWDGqOChwMSUjPR/ccDmL71nGzZIe0l+Dt1PUU+ZwsOkXoY4BAVk8pejvhzcCO8VssHIq75ZutZvPXTQSSkZqhdNE3avXs3Xn75ZXh7e8sgc/Xq1cXyc8VK82IWnYejtVyclYjUwQCHqBjZWVngq87B+LpzMOyszLH/wm3ZZbX33C21i6Y5aWlpCA4OxuzZs4v1556+cb/1JqiMMxP8EamIy9sSqaBTLR8E+7pg8OIInIlLxVs/H8TgZhUwrHlFWJjzvqMwtGnTRm7F7cLNNPkouiOJSD2sSYlUIv4Arh7UCF3r+kKs0Tlz+3l0+/Eg4pLZZaWGzMxMpKSk5NuexoWbd+Vj+VIMcIhMNsA5e/Ys2rdvD3d3dzg5OaFx48bYsWNHvnNiY2PRrl072NnZwcPDA6NGjUJOTo5qZSYqTDaW5pjcsQamvxECeytzHIpJlGtZ7YxOULtoJmfy5MlwdnbWb76+vk/1Phf/bsEp72FfyCUkIqMJcF566SUZrGzfvh3h4eGyv1y8FhcXJ4/n5ubK4CYrKwv79+/HwoULsWDBAkyYMEHNYhMVuvYhZbB2aBOZ9VYs7dBr/mFM2XAG2bl5ahfNZIwdOxbJycn67cqVK0/8HulZOXItMiHAnS04RCYZ4Ny6dQvnzp3D+++/jxo1aqBixYqYMmUK0tPTceLECXnO5s2bcerUKfz2228ICQmR/emffPKJHDQogh4iLfF3t5cLdr5Vv6zcn7vrgsyAfP3vP5hUtKytrWVL8oPb07beuNlbwdXeqghKSUQGH+CULFkSlStXxi+//CJnO4iWnHnz5sluqFq1aslzwsLCEBQUBE9PT/2/a9WqlewbP3nyZJH3pROp0WX1SYdAfNe9JhytLRB++Y7sstp6Kl7totFjuHjr7+6pUuyeIjLZAEdMn9y6dSsiIyPh6OgIGxsbTJs2DRs3boSr6/3kWKKr6sHgRtDt67qxirIvnUgtbYNKY93QJqjh44yk9Gy5Kvmna08hK4ddVo/r7t27iIqKkpsQExMjn4txfUXlQgIHGBNpNsARXU4ieHnUdubMGSiKgkGDBskWmz179uDQoUPo0KGDTMx148YN1fvSidTmV9IOKwY0QO9G5eT+j3tj0HleGK4kpqtdNKNw5MgRhIaGyk0YMWKEfF6UY/g4g4pIw3lwRo4ciV69ej3ynICAADmweO3atbhz546+r/u7777Dli1b5GBiESh5eXnJwOdB8fH3m+rFsUf1pYuNyNhZW5hj4svVUT+gJEatOIqjV5Jkl9XU12qgdWBptYtn0J5//nl5I6VGDpwAdlERaS/AKVWqlNz+ixhMLJiZ5W9EEvt5efeb4Rs0aIDPPvsMCQkJsqVHEAGQCIiqVatW2EUnMlitqnuhurcThiyJRGRsEgb8FoFeDcthbNsqMggi9eXlKYi5xRYcIpj6GBwRvIixNj179sTRo0dlThyR40b0k4up4ULLli1lIPPWW2/JczZt2oRx48bJri220JCp8XG1w/J3GqB/0wC5v2D/JXSasx+X/h7YSuq6nnwPGdl5sDI3g4+rrdrFITJ5qgU4IrmfGFAsBgK+8MILqF27Nvbu3Ys1a9bIfDiCubm57MYSjyIgevPNN9GjRw98/PHHahWbSFWW5mb4oG1V/NyrNlztLHHiWgpemrkXa49dV7toJk/XPVW2pB2X2yAy9bWoRFAjWmUepWzZsli/fn2xlYnIGLxQxRPrhzXB0CWROHzpDgYvjkTYhdsY/1I1OdWcil/M3wOMOf6GyDDwNoPISJV2tsWSfvUxqFl5ub/oYCw6zN6nn8lDxSshNVP/vRCR+hjgEBkx0RUyqlUVLOxTFyXtreTK5C/P3Is1UdfULprJuXX3foDj7sAMxkSGgAEOkQY8V6mU7LKq5++G9KxcDFsahff/OIZ7WblqF81k3Lp7f/mYUo6cAEFkCBjgEGmEp5MNFverj6HNK6JECWDp4Suyy+p8QqraRTOxFhwGOESGgAEOkYaYm5XAiBcrYVHferIlITpedFntw+/hV9Uumubd/HsMDgMcIsPAAIdIgxpWcMf6oU3QuII77mXn4v9WHMWI5VFIy8xRu2iaJDIm3/67i8qdXVREBoEBDpFGiRacX/rUxcgXK8GsBLAy4hpembUXZ+JS1C6a5qTcy0FW7v0M7BxkTGQYGOAQaZiZWQkMaV5RTif3dLKWyejaz9qHJYdii32dJi27eTdDPjrZWHDpDCIDwQCHyATUCygpu6zEbKvMnDyMXXlczrS6yy6rQnEzld1TRIaGAQ6RiSjpYI35vepgTOsqcjDyn0evy5w5J68nq100o8cZVESGhwEOkYl1WQ18vjyWv1Mf3s42iLmVhle/249fD1xml1UhBDjMgUNkOBjgEJmgWmXdsG5oE7So6oGsnDyMX30Cg5dEIiUjW+2iGfUU8VJswSEyGAxwiEyUq70VfuhRG+PaVYWFWQmsO3YDL83Yi2NXk9QumtHhMg1EhocBDpEJK1GiBN5uEoDfBzaEj6stYhPT0WnOfszfF8Muq6dYpoFjcIgMBwMcIkKIrwvWDWmCVtU9kZ2rYNJfp/DOr+FITmeX1ePgGBwiw8MAh4gkZztLzH2zFj56uRqszM2w+VQ82s7Yg8jYO2oXzeBxmQYiw8MAh4jydVn1auSPPwY2hJ+bHa4l3UPnuWH4YfdF5OWxy6ogXKaByDAxwCGihwT5OGPt0MZoV6M0cvIUfLb+NN7+5QgS0+7/IaeCl2koac9BxkSGggEOERXIycYSs7qG4tMOgbCyMMP2MwloN2MPDl9KhDGZPXs2ypUrBxsbG9SrVw+HDh0qsmUabCy5TAORoWCAQ0SP7LJ6s35ZrH63EQLc7XEjOQNvfH8As3ecN4ouq2XLlmHEiBGYOHEiIiIiEBwcjFatWiEhIaHQfgaXaSAysQDns88+Q8OGDWFnZwcXF5cCz4mNjUW7du3kOR4eHhg1ahRycvKvjbNz507UrFkT1tbWqFChAhYsWFBURSaif1HN2wl/DmmMDiHeyM1TMHVTNHotOKyfPWSopk2bhn79+qF3796oVq0a5s6dK+ubn3/+udB+BpdpIDKxACcrKwudO3fGwIEDCzyem5srgxtx3v79+7Fw4UIZvEyYMEF/TkxMjDynWbNmiIqKwvDhw/H2229j06ZNRVVsIvoXDtYW+KZLCL7oFAQbSzPsPnsTbafvwYGLt2GIRN0SHh6OFi1a6F8zMzOT+2FhYYU/RZwBDpFpBDiTJk3Ce++9h6CgoAKPb968GadOncJvv/2GkJAQtGnTBp988onsLxcVkyDutvz9/fH111+jatWqGDx4MF577TV88803RVVsIvqPLqsudfywZlBjVPBwQEJqJrr9cADnE+7C0Ny6dUveSHl6euZ7XezHxcU9dH5mZiZSUlLybU+0TAO7qIgMimpjcMQdlAh+Hqx8RN+4qFROnjypP+fBuy/dOf919/W0FRURPZ7KXo74c3AjvFbLB93q+clgx9hNnjwZzs7O+s3X1/ex/l35Ug54sZonAss4F3kZiejxWUAl4g6qoDsr3bFHnSMClnv37sHW1vZfKyrRgkRERcfOygJfdQ6WY3IMkbu7O8zNzREfH5/vdbHv5eX10Pljx46VA5J1RD3zOEFOp1o+ciMiI27Bef/992UT9aO2M2fOQG2iokpOTtZvV65cUbtIRJplblYChsjKygq1atXCtm3b9K/l5eXJ/QYNGjx0vpjI4OTklG8jIhNpwRk5ciR69er1yHMCAgIe673EHdQ/81Ho7rR0d1fisaC7L1Hx/Fvrja6iEhsRmTbRItOzZ0/Url0bdevWxbfffou0tDQ5q4qItO2JApxSpUrJrTCIOygxlVzkoxBTxIUtW7bI4EVM59Sds379+nz/TpxT0N0XEdE/denSBTdv3pSzM0WXt5jQsHHjxoe6volIe4psDI7IcZOYmCgfxUwGMc1bELlsHBwc0LJlSxnIvPXWW/jyyy9l5TNu3DgMGjRI3/oyYMAAzJo1C6NHj0afPn2wfft2LF++HOvWrSuqYhORxojZl2IjItNSZAGOuGMSuW10QkND5eOOHTvw/PPPy8F/a9eulXlyRIuMvb29bEr++OOP9f9GTBEXwYyYbj59+nT4+Pjgxx9/lDOpnnQxPIGzqYjUobv2dNeiMWC9QWTcdUcJxZhqnKd09erVx57ySURFRwz4FzcqxoD1BpFx1x0mEeCImRPXr1+Ho6OjnOn1T7rpoOJ/oBZmTvDzGD6tfab/+jyimklNTYW3t7fMJmwMTK3e0OJn4ucx7bpDtTw4xUn8T3mcyE9rU0P5eQyf1j7Toz6PSJ5nTEy13tDiZ+LnMc26wzhupYiIiIieAAMcIiIi0hwGOH8nBpw4caJmkgPy8xg+rX0mrX0eU/3MWvtM/Dym/ZlMYpAxERERmRa24BAREZHmMMAhIiIizWGAQ0RERJrDAIeIiIg0x+QDnNmzZ6NcuXKwsbFBvXr1cOjQIRiDyZMno06dOjLLqliNvUOHDoiOjs53jljzS2RgfXATC5gaqo8++uih8lapUkV/PCMjQy7GWrJkSblga6dOnRAfHw9DJX6v/vl5xCY+gzF8P7t378bLL78sM4iKsq1evTrfcTE/Qaw5V7p0adja2qJFixY4d+5cvnPEgrvdu3eXCbxcXFzQt29f3L17F1rAusMwaK3eEFh3oFDqDpMOcJYtW4YRI0bIKWoREREIDg6WC3kmJCTA0O3atUv+sh84cABbtmxBdna2XKE9LS0t33n9+vXDjRs39JtYud2QVa9ePV959+7dqz8mFl3966+/sGLFCvn5RRr9jh07wlAdPnw432cR35PQuXNno/h+xO+SuCbEH/KCiLLOmDEDc+fOxcGDB+WCueL6EX9QdEQFdfLkSfnZxeK6ouLr378/jB3rDsOipXpDYN2Bwqk7FBNWt25dZdCgQfr93NxcxdvbW5k8ebJibBISEsR0f2XXrl3615577jll2LBhirGYOHGiEhwcXOCxpKQkxdLSUlmxYoX+tdOnT8vPHBYWphgD8V2UL19eycvLM7rvR/x/XrVqlX5ffAYvLy9l6tSp+b4ja2trZcmSJXL/1KlT8t8dPnxYf86GDRuUEiVKKNeuXVOMGesOw6H1ekNg3aE8Vd1hsi04WVlZCA8Pl01jD649I/bDwsJgbJKTk+Wjm5tbvtcXLVoEd3d3BAYGYuzYsUhPT4chE82UolkzICBARvCxsbHydfFdiTvNB78v0Qzt5+dnFN+X+H377bff0KdPn3wLNxrb96MTExODuLi4fN+HWC9GdNXovg/xKJqWa9eurT9HnC+uM3HXZqxYdxgerdYbAuuOp687TGKxzYLcunULubm58PT0zPe62D9z5gyMiVj1ePjw4WjUqJH8Zdfp1q0bypYtKy/8Y8eOYcyYMbKvfeXKlTBE4hd8wYIFqFy5smxynTRpEpo0aYITJ07IC8LKykr+0v/z+xLHDJ3og05KSkKvXr2M9vt5kO7/eUHXj+6YeBRjPB5kYWEh/5Aaw3f2b1h3GBYt1xsC646nrztMNsDREtGfLi7mB/udhQf7K4OCguSArubNm+PChQsoX748DE2bNm30z2vUqCErLnERL1++XA5EM2Y//fST/HyiQjLW74e0Rwt1h5brDYF1x9Mz2S4q0bRnbm7+0Gh6se/l5QVjMXjwYDkAa8eOHfDx8XnkueLCF86fPw9jIO66KlWqJMsrvhPRVCvuZIzt+7p8+TK2bt2Kt99+WzPfj+7/+aOuH/H4z0G3OTk5cnaEoX9nj8K6w7Bppd4QWHc8W91hsgGOaLasVasWtm3blq+5Vuw3aNAAhk6M3RIV1KpVq7B9+3b4+/v/57+JioqSjyLaNwZiSqC4IxHlFd+VpaVlvu9LNMmKvnZD/77mz58vm1vbtWunme9H/L6JiubB7yMlJUX2j+u+D/Eo/rCIcRA64ndVXGe6CtkYse4wbFqpNwTWHeHPVncoJmzp0qVy5PaCBQvkqO3+/fsrLi4uSlxcnGLoBg4cqDg7Oys7d+5Ubty4od/S09Pl8fPnzysff/yxcuTIESUmJkZZs2aNEhAQoDRt2lQxVCNHjpSfR5R33759SosWLRR3d3c5y0MYMGCA4ufnp2zfvl1+rgYNGsjNkInZNaLMY8aMyfe6MXw/qampSmRkpNxEVTFt2jT5/PLly/L4lClT5PUiyn7s2DGlffv2ir+/v3Lv3j39e7Ru3VoJDQ1VDh48qOzdu1epWLGi0rVrV8XYse4wHFqsNwTWHa2fue4w6QBHmDlzpvwlsrKyklM/Dxw4oBgD8UtT0DZ//nx5PDY2Vv7Cu7m5yYq4QoUKyqhRo5Tk5GTFUHXp0kUpXbq0/C7KlCkj98XFrCN++d99913F1dVVsbOzU1599VVZMRuyTZs2ye8lOjo63+vG8P3s2LGjwN+xnj176qd7jh8/XvH09JSfoXnz5g99ztu3b8tKycHBQXFyclJ69+4tKz8tYN1hGLRYbwisO24/c91RQvyncBugiIiIiNRlsmNwiIiISLsY4BAREZHmMMAhIiIizWGAQ0RERJrDAIeIiIg0hwEOERERaQ4DHCIiItIcBjhERESkOQxwiIiISHMY4BAREZHmMMAhIiIizWGAQ0RERNCa/wfoybhHkUw1VwAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 79
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 用add_subplot函数添加子图",
   "id": "a571572c270360cf"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T14:30:25.352821Z",
     "start_time": "2025-01-06T14:30:25.133400Z"
    }
   },
   "cell_type": "code",
   "source": [
    "fig=plt.figure(figsize=(20,10),dpi=100)\n",
    "ax1=fig.add_subplot(2,2,1)\n",
    "ax1.plot(x,x)\n",
    "ax2=fig.add_subplot(2,2,2)\n",
    "ax2.plot(x,(x+1)**2)\n",
    "ax3=fig.add_subplot(2,2,3)\n",
    "ax3.plot(x,-x+4)\n",
    "ax3.grid(alpha=0.5,linestyle='--',color='red')\n",
    "plt.show()"
   ],
   "id": "e4ae325a8185b821",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x1000 with 3 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 82
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 绘制条形图",
   "id": "c3f092c175cd6934"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T14:48:34.079126Z",
     "start_time": "2025-01-06T14:48:33.922880Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "y = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "plt.figure(figsize=(20,10),dpi=100)\n",
    "rects=plt.bar(range(len(x)),y,width=0.5,color='green')#这个代码的第一个位置表示柱子的个数，第二个位置表示柱子的高度，这个函数的返回值是一个对象，可以用变量去接\n",
    "plt.xticks(range(len(x)),x,fontproperties=my_font,rotation=45)\n",
    "#给每个柱子标注高度\n",
    "for rect in rects:\n",
    "    height=rect.get_height()\n",
    "#函数第一个位置表示标注的x坐标，第二个位置表示标注的y坐标，第三个位置表示标注的文本，ha表示水平对齐方式\n",
    "    plt.text(rect.get_x()+rect.get_width()/2,height+0.5,f'{height:.2f}%',ha='center',fontproperties=my_font)\n",
    "plt.show()"
   ],
   "id": "38e3a16f3a7ccbd4",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 87
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 绘制直方图",
   "id": "7efc3af83422e677"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T15:16:30.708727Z",
     "start_time": "2025-01-06T15:16:30.443303Z"
    }
   },
   "cell_type": "code",
   "source": [
    "time = [131, 98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102,107, 114,119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115,99,136, 126, 134, 95, 138, 117, 111,78, 132, 124, 113, 150, 110, 117, 86,95, 144,105, 126, 130,126, 130, 126, 116, 123, 106,112,138, 123, 86, 101, 99, 136,123,117, 119, 105, 137, 123, 128, 125, 104, 109,134, 125, 127,105, 120, 107, 129,116,108, 132, 103, 136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121, 112, 139,125,138, 109, 132, 134,156, 106, 117, 127, 144, 139, 139, 119, 140, 83, 110,102,123,107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112, 114, 122,\n",
    "109,106, 123, 116, 131, 127, 115, 118, 112, 135,115, 146, 137, 116, 103,\n",
    "144, 83, 123,111, 110, 111, 100, 154,136, 100, 118, 119, 133, 134, 106, 129, 126,110, 111, 109,141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103,130, 141, 117, 106, 114, 121, 114, 133, 137, 92,121, 112, 146, 97, 137,105, 98,117, 112, 81, 97, 139, 113,134, 106, 144, 110, 137, 137, 111, 104, 117,100, 111,101, 110,105, 129, 137, 112, 120, 113, 133, 112, 83, 94, 146, 133,101,131, 116,111, 84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "plt.figure(figsize=(20,10),dpi=100) #创建画布\n",
    "distance=2 #设置直方图的宽度\n",
    "group_num=int((max(time)-min(time))/distance) #计算组数\n",
    "plt.hist(time,bins=group_num,color='green')#bins表示组数\n",
    "plt.xticks(range(min(time),max(time))[::2])#[::2]是py中的切片操作\n",
    "plt.yticks(range(1,20))\n",
    "plt.grid(alpha=0.5,color='red')\n",
    "plt.show()\n"
   ],
   "id": "726bc51d15f83a3e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 96
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 绘制饼图",
   "id": "12f52dc59440336f"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T15:30:51.761757Z",
     "start_time": "2025-01-06T15:30:51.684690Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"] # 各部分标签\n",
    "size = [55, 35, 10] # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"] # 各部分颜色\n",
    "explode = [0, 0.1, 0] # 各部分突出值\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei'] #设置字体，否则会出现方框\n",
    "patches, l_text, p_text = plt.pie(size,explode=explode, colors=color, labels=label_list,labeldistance=1.1, autopct=\"%1.1f%%\", shadow=True,\n",
    "startangle=90)\n",
    "plt.axis(\"equal\")    # 使饼图为圆形\n",
    "plt.legend() # 图例\n",
    "plt.show()"
   ],
   "id": "c268843e4665e035",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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/vz8eeughVZo4duwYCgoKMGnSJDUYycCKFStUz4AxkmH47rvvVHZCShDyXoZDmDdvHjp16qRGL8tkQ3tBMUCcF9kiKPNrxTGQn8ZEA2SNELtj8Sp44gkgL0/riIg9qLdyV8HXX3+trvZl+uE777yjMgLV1dVITExUaX4Dhw4daiwDCLLL4bnnnlPlC1nsRVCIiDE+pCQxbtw4PPXUU6pXwV6wgZA4HwcPAv/v/wFr12odCSGK6mrggw8AmU4rfatTpgBeju2fIxaSkJCg6vyysApyxS61f+PSwA3iSmUFkt5vnuI35haZvw0Rlp+oBkEZVSwNhSNGjFC9CnLlL02FR44cUQt/npHqlDHL0j8wefJk2BOKAeI8SB/Aiy+i/v334aVPkRHiTMhntAxD+t//ZMsa0Lev1hGRlpBUu9T3Zc++pPaFP/3pT6rrX7YV2pLFixerhkHDDgTJNowcOVJlDQzIov/GG2+oq3xpZBRk7LAgZYcDBw6oDIHxOGMpcUg/gb1hmYA4BzNnol4KtO++SyFAnJ6NGxs8Cp57jmMunBnp6peFVJr2ZCEWQfDmm2/ivffeU/cNR1hYmNV7+qUsIA2Jhl4EKRcUFhaanDdo0CBVLjDuJTAwc+ZMTJgwofG+CIrMzEzVRGhvmBkgTlMSYNaVuBKiWd9+u2FL4nvvAb/8pdYRkebEx8erhVlMhmbPnq08BeTKW/b7G2cG7rrrLrX7QMSDXIkbX5m3lHUQP4KhQ4eq+4YyhDGGXQSCNClOnDhR7SiQrYXGvQOC9Bts374d06dPb3xMtinK95HdEPaGYoBoQ0WF7JtB/XvvMRNAXBrpbRUXw4kTGxyx9VlfojFyVS1p9wULFuCbb75RAkDc/d4SfxI9n332GZYvX461a9fitddew6JFi/DYY4+phV36ClpCBIbsLjB2NpSF3nAVbywUZJeAvKfU/R999FFcf/31je8j50m2QnYKSKlBBIwIh3379qnYu3btalZo2BqKAeJ4tmxB/X33wevYMWYDiNvwww/AqlXAX/7SUD7w94dbY4kjoCORznvJBPTr10/t+ZdFVpD0vGH3gDTnSRnh008/VVsJpX5/n8y/tgBZsG+99VaVgRCWLFmiHA6FyspKdXuPOFo1ExQ33XSTygCsWbNGNRYa3kt8DEQUiJ2yI/Cqt8ekBkLMITUyaRB8+214GQ3kIPbl46Qn8Gjmv7QOw6MQS2NpMpTBma6OLGRieCMLpTTeEdsipQkRIq0pTdjz34gNhMQx7NqFWvHXfvNNCgHi9hw5AvziF0r7qt4CQi5FdHS0VULAVlAMEPtSU4O6adNQP2wYfOQTkhAPQTSvNKiPHs1ZB8T5oRgg9uPwYegGD4b3q68yG0A8lq1bASkFi6s2Ic4KxQCxC3VffYXawYPhu3+/1qEQojniIiuu2tu2aR0JIebRvlBB3IvKSlQ/9BD8ZfQbIaQRmW0wbJjWURBiHooBYjPqjh5F9Y03IpAFUkKa0L8/YLS93SpkA9jl9sAT0lZYJiA2oeLzz9VuAQoBQpoik27Fnr6Z4ZxF/G/3/zB++nhklWbZIjSPQMyAZDpgc2RegT121j/99NNYvXq1Ra8VcyLj+GSugqOgGCDWUV2Nkt/8BkH33w8/vbEGIeRn/vnPBt8BazmaexRPLn0SK0+txICPBmBl+kpbhOf2iGmPjBE2dgoUsx+ZGiiWxGJOVFJSoox/BHmurKxMGf7IueYOMS4S50Bj5HxhyJAhyjBIhIYcssCLQLjxxhsbjw8//NAkTnl9nz59lEui8Pzzz1s9L6EtUAwQi6nNykLpwIEImzVL61AIcUomTapSjYPWUqWrwuTvJqOspmEqUnZZNq6dcS2mrZqG2jru1LkU6enpeFHMHgCkpKSo+QNi7yvOhGLSIw6BUVFRaqywuBEKYgMsNsP+/v7KCdDcIcY+kyZNavK95DURERFKCGRkZCgjIZlEOHfuXOzevVuNK5aJiXv37kVkZKRJrLNmzUJ5ebmKRZg2bRo+//xz7NmzxyE/K4oBYhHlW7eiqk8fhB46pHUohDgliYlVmD7dBrUBAH9c8UfsyWq6KNTV1+HV9a/i6q+uRm6549LJBqRtwZFHWzl58iTGjx+PZ599FmfOnMH999+Pt99+W40Onj9/PpYuXYqjR4/iiiuuwMcff4zDhw+r18kgo4KCArUwy9W/uUMyB/Iexsj3uO2221SGQVwFp0yZokYaS1ZCpiL26NFDXflnZWWpQUXGFBcXq8X/lVdeaRxg1LFjR5VRkNdnZ2fD3lAMkDaT+7//wXfMGATLcHdCiAne3nWYM8cXERGWv8eO/Tsw7b1peHvp2/jn1n9e8ry1Z9Zi2KfDcDDnoOXfzA2RLMCXX36JTz75RE39k/kEU6dORVpamioZ3H333Wrk8IkTJ/DFF180mTQoV+5BQUEqA2DukCt+yQQYI1mBhQsXYs6cOeq+fL9Ro0Y1vqcgg4xknHJsbGyT18qiLzMSJCZj/vrXv6rBR2PGjFGZDHtCMUBajdTSzj35JKIffBD+ZmZxE0Ia+POfazB69M/ja9tK1sUsTF8wHVuObcELW1647PmnCk9h1P9GYenxpRZ/T3dD0vmjR49WI4xl8ZdbOe699148/PDDjfdfeOGFxnq/AbkvfQHmkB6A5v0C0kcgZYWHHnpIlSaOHTumsgtSSjB+nxUrVqieAWPef/99fPfddyo7Ie9t3JsgzJs3D506dVIZC5lsaC8oBkirqCotxfnx49H+/ffhzdlWhFySoUMr8fLLlpcHqqurMWPhDJzNPIuTKSdR5d064V1cVYxJsyfhvS3vWfy9PZX6Zp9pM2fOVBkA2cLZ/JA5AiObTaD6+uuv1dW+TD985513VEZA/h0TExNVmt/AoUOHGssAguxyeO6551T5QhZ7c30KkqUYN24cnnrqKdXsaC/oM0AuS/Hp0yifMAEdjh7VOhRCnJqwsBp8/30gvK24zFq6fik279mM/OR8nNK1LTVcW1+Lp398GocvHsYHN3wAPx8/eDoJCQlqAZeFVZArdlnUjUsDN9xwQ5PXSO3/qquuUotzcwy7BIyR9H7zFL8xt9xyi7qVkoU0CMqoYtnNIE2F0qsgV/533XUXjhw5ohb+PKMSrDQ2Sv/A5MmTYU8oBkiL5OzeDe8bbkBiFvc1E3I5Pv/cCykplr/+4PGDmL9iPuoi67BBt8Hi9/lk1yc4nn8cc389F9FB0fBUJNUue/Vlz35MTIx6TDr65apfthVeirCwMHW0hcWLF6uGQW+9EhTBIBkEyRoYkEX/jTfeUFf50sgoyNhhQfoQDhw4oDIExlMMpcQh/QT2hmUCcklOL18O32uuQSyFACGXZcqUStx2m+XXV4XFhao8UFRehLX+a1GHOqviWX16NUb8d4TyJ/BUpKtfFlJp2pOFWATBm2++iffee0/dNxxhYWFW7+mXsoA0JBp6EaRcUFhYaHLeoEGDVLnAXE+ClCcmTJjQeF8ERWZmpmoitDcUA8QE+QU8+NVXiLz9dkTn52sdDiFOT9eulfjww0CrmnO/XvI1jqQfwbH4YyioK7BJXJIdGPHZCI81KIqPj1cLszT1vfbaa6qGL535v//97xsXbTkmTZqkdh9IA58s0q1xJpQmQyk5GDCUIYwx7CIwnD9x4kT1/WVroXHvgCD9Btu3b1fNjQZkm6JkN2Q3hL2hGCBNqKmuxva330aHRx9FZEmJ1uEQ4vT4+9diwYIABFquBbBm6xqs3rIaZUllOKiz7RbBwspC3DDrBsw/0nRfvLsjC/r+/fvx6quvon///qpZT9z9pE5v4LPPPlMNfqtWrVKL9KJFi1QJQVL95poHjQ/pJ5DavwFZtGXroFzFy/HII4802gvLrYgFqfvPmDEDP/zwQ+PrZGeClCzED2HBggVKwIhw2LlzJz744ANlkmROaNga9gyQRqoqKrD95Zcx6B//QHB1tdbhEOISvP12HXr1snwb4enzp/Htsm9RE1SDtbVrYQ+qa6vxqzm/woxbZ+COPj93t1uDs28qks57cRrs16+f2vMvi6xgfOUvzXlSRvj000+VY2BcXJzKIkjN/nLDoCSbI4cBWbBvvfVWzJ49W91fsmSJcjgUKvVW7ffcc4/Je9x0000qA7BmzZpGcSHvJU6GIgrETtkReNXbY1IDcTkqSkux8/nnMeQ//0Ggfn8rcQ8+TnoCj2b+S+sw3JLrr6/EkiWWpwTKK8rx9mdvY8/RPdiSsAWZtZmwJ95e3vjsps/w2wG/bfVrZCETwxtpdJOrZmL7vgYRIsZNg23FFv9GLBMQlBUVYdvUqRj24YcUAoS0kvj4asyaZfniKNdh3//0PfYc3oPzSeftLgQMFsb3L7gf/9numKtNcnmio6OtEgK2gmLAwynOy8OmP/8Zwz/9FP5G4zMJIZezGxbbWsvfY/v+7Vi6bilq4muwvWY7HEU96vH4ksfx7mb7udkR14NiwIMpyMrCur/8BVd89hkzAoS0galTa3DllZb3CWTnZmP24tko9yrHaq/V0II/LP8DXlv3mibfmzgfFAMeysVz57DmxRcx9osv2CxISBsYMqQSr71mud2wNIXNXDgTpzNOY2/kXpTVN4wl1oIXVr+Av6z8S6vOZXuZ82KLfxuKAQ/k4tmzWPXKK7hq+nSEcuAQIa0mNNQGdsPrlmLTnk3Kbjhdlw6teX3D6/jDj3+45POGvfJiqkOcExm3LFizBVH7rgXiUPIuXMCqN9/E+FmzENFs8hYhpGX+9z8vWGMGd+jEIWU3XBtRa5XdsK15d8u7CPUPxcvjTF34pLlNrHJl+5ssNga7XeIcGQERAmK3LAONjE2O2grFgAdRmJODFW+/jatmzEB0mXapSUJckfvuq8SvfhVold2wjCUuLC/E2ti1TfaoOwOvrHsFiaGJeHzo400el/32SUlJauvamTNnNIuPXBoRAuKuaA0UAx60a2DZv/6FK776CnHFxVqHQ4hL0blzJT76yDq74W+WfqPsho+nHEdBjW3shm3NE0ufQHxIPG7vdXuTx8VtLy0tjaUCJ0SyNdZkBAxQDHiIj8Cy//wHfb/4Au2NRmMSQhxjN7x221qs2rwK5UnlOFhjW7thW/sQ3D3vbsQGx2Jsp7FNnpPyAE2H3BcWf9yc8pISLPvoI6R89RV6Z2RoHQ4hLsf//V8d+vRp2Zr2snbDSxvshtfUroGzU1VbhZu/vhl7svZoHQpxIBQDbkxVeTmW//e/CPjmG1xx/LjW4RDiclx3XSWeesrPKrth6RPIys/ClpAtqIZrpNmLq4px/czrcarglNahEAdBMeCm1Op0WPXVVyj9/ntcv3ev1uEQ4nLExVVj9mzr7IZl58DuQ7txIemCQ+yGbUlWaRaunXEtcspytA6FOACKATdEPoQ2ffcdzixYgNu3b4ePk3UtE+IKdsPffuuDqCjL32PH/h1YsnYJdPE6bKvZBlfkRP4J3DDzBpRWl2odCrEzFANuyJ4VK7BrzhzcsXUrAvWjMwkhrefZZ2swdqx1dsOzFs9COcqxymsVXJmdmTvV+GNpLiTuC8WAm3F8xw6snTULE3fuRFSBc25fIsSZGTSoEq+/bp3d8KxFs3Aq4xT2RmlrN2wrlp1YhhdWvaB1GMSOUAy4EVnp6Vj5+efov28fup4+rXU4hLik3fD8+YGwZtv2svXLsHHXRhQmFzqF3bCt+PuGv+P7w99rHQaxExQDbkJxbi6Wf/opgg8fxpV7uCWIEEv473+90L695a8/fPIwvv/pe9RG1mK9bj3cCRl9fN/8+3A096jWoRA7QDHgBlRVVGDF558jb+9e3LZjBxsGCbGAu++uxB13WO7DVlRShOnzG+yG1/mvQx3c7++wpLoEt35zK0qqSrQOhdgYigF32Dkwdy6ObNqEXx05gpAS/pESd0EmsTnGMTM1tQqffGKl3fCSb3A4/TCOJxxHfl0+3JXDuYfx2wW/1ToMYmMoBlycQxs2YMeSJbj2wgW0O0WDEGIvcmXJFD89o8cOABgKQPbfPacSya1jLoCOAJIBzDZ6/FUAsQB+0t+X5+y/pc3PT+yG/REUZPl7rNu+TtkNVyRW4ECN/Fzcm3mH5+HNDW9qHQaxIRQDLkzWqVNYO3s2OufmYtD27VqHQ9xaCNzYTAhUAZgEYLDsqBdZCuCLVryXLJS/ATANwI8A/grAUIP+L4BPAXyiv39WLxrsy5tv1qJvX8vths9knFFDiKoDq7G6bjU8hb+s+gtWpK/QOgxiIygGXHjmwKovv0TV+fO4futWeNe39qqMkLYyGcBdzR5bKlVyAP8A0AXA6wA+a8V7yYI/DsCDAPoC+B2A6UbP9wcgKfZNAEbC3owfX4mnn/a3+PUVlRWYsXAGsvOysTV0q8vYDduC2vpa3PndnThTyLHG7gDFgAsi9cn1X3+N03v34uaTJxHMPgFiV+Rq/clmj4nF9QgAwfr7/fTZgcshr7vK6P4wsbXRfy2CNhtAuD5rcB3sSWxsNb7+2nq74Z0HdyIjKQMXai/A08gtz8Xtc26Hrk6ndSjESigGXJB9q1Zh74oVGFZdjc6HWvMBTIg1SK9Ac4qbPS5pdtmcfzmjq+avk4XfsIhOBDBGLxakd8Dy1P3l8PKqV3bD0dGWv8fOAzsb7IbjXNdu2BbsuLADr66Tfg/iylAMuBjnjx7F+m++QZS3N0avcf5xqMRdkS14zV36AvU7ANryOuPXfAjgouS+9OWCXgCegT145plqjBtnubNQTl6OshsWd8HVXp7TJ3ApXlv/mhIFxHWhGHCxPoHVX32FssJCXL9rFwLLL/fBS4i9iNYv3MZIucq/ja9r/powfXZhEYAHAMy3+Y6CAQMq8fe/W2c3PHPRTGU3vC9qH0rrOcRHygT3fn8vKnWcheKqUAy4CFKf3Dp/Ps4dOoRfVFai3bFjWodEPBrZUrjZ6P4p/Q6D6Da+bjeAlGaNiRP0TYQD9c/ZbsZGSIgOCxZYZzf844YfG+yGkwpxUnfSZrG5g//AX1b+ReswiIVQDLgI6bt3Y/fy5egQHo6hPxn2YROiFVfq6/+f6+/LboJr9H0DQqH0m5t53W0AvgawX3/F/69mjYJb9I2JkTJ2SzbQ6r+2DZ9+CnToYPnrj5w80mA3HO5+dsO24L2t72HdmXVah0EsgGLABSgtLFS7B2p1Oly1cSP8q+QKjBAt8dVvE/ydvtlvgezYN3o+Sr/gN0d6AZ4CMER/1S/i4XEjP4Ou+q/Fi+AlveiQ0oH1/OY3lbjzTivthhdMR0FZAdYFrEOtWbHj2ciY49/O/y1Kq1k6cTUoBlygPLBx7lxcOH5c7R5IPsm0JNEK2frXyej+TQDk9/FLSRLrG/6Mzx1wifd5TV8emKv3EzBY/4mouE//9SD9LgMRHNbTqVMVPv3UOrvhb5d8i0MnD+FEwgm3thu2llOFp/DMj/Zp/CT2g2LAyTm6dSv2r1qFxMRElgeIE5Ko3xIY08bXiXAY34qGQ9vYDc+fb53d8Pod67Fyy0plN7y/xlzGgxjzya5PsPS49H8QV4FiwMnHEm/49lvZFI0Re/fSXIgQC3jjjVr072+5Z8HZC2fVEKLqgGqsqed23tby4KIHUVBhu+ZPYl8oBpwUSUtumDMHOadOoXtYGHps3ap1SIS4HFdfXYFnnrHOblj6BDLzMpXdcFU9+3Vay4WSC3h+5fNah0FaCcWAk3Jy504cWr8ecZ06YdiyZfCuc7/Z6ITY2274m2+CrOrXWbBigbIbzkzK9Ei7YVuUC/Zk7dE6DNIKKAackMqyMmyeN099GPU+cwYJZzgIhJC22g1//bUPYtraymDEroO78MPaH5Td8NYaZuYs3V3w5NLmcy2IM0Ix4ISIn4DYDrdLTsbA5cu1DocQl+Ppp6tx9dWWOwtdzL+IWYtoN2wL1p9dj9n7Z2sdBrkMFANOxsWzZ7FzyRKEx8ai/5YtCCor0zokQlyK/v0r8eabltsN63Q6zFw4EyfPn8T+qP20G7YBU1dMRVk1P8ucGYoBJ2salPJAcV4ekkNC0G2b505CI8QSgoN1mD8/AL6+1tsNFyUX4YTuhC3D81jOF5/H6+vFpZI4KxQDTsSxbduUr0BCair6rV0LXx1nhBPSFj75RAyGLN9GeDT9KOYtnwdduI52wzbmnc3v4GQ+TdOcFYoBJ5pIuOX77+Hl7Y2Eykp03sMOXELawuTJlfjNbyxPCRSXFuOrBV8hvzQf6wPW027YxlTVVuHpH5/WOgxyCSgGnIQ9y5cry+H4Tp3Qf9UqeNeLnSshpDV07FiFzz6zgd3wiUNIT0hHXl2eTeMjDSw6tgjLTizTOgxiBooBJ6AgKwu7f/pJNQ0mZGej/ZEjWodEiMvg69tgNxwcbPl7bNi5ASs3r0RlYiX26fbZMjzSjN8v+z1qamu0DoM0g2LASbYSFmVnIzIxEQNWrNA6HEJcitdeq8WAAZb3CZzLPKfshqsCqrC6ntsI7c3RvKP4Ys8XWodBmkExoDE5Z87gwNq1iEpKQkp6Og2GCGkD48ZVYupUy+2GK6sqld3whYsXsC10G+2GHcTrG15ndsDJoBjQEHEY3LFkCcoKChAeF4e+azgEhZDWEhNTjW+/DbTObnjlAuw8sBNZyVnIqM2waXzk0pwuPI0v98roa+IsUAxoSMbRozi6eTNi2rdHwunTiM3ghxEhrbUbnj3bB7Gxlr/H7kO78cOaH1ATW0O7YQ0Q3wFdHbdPOwsUAxoh3cvbf/gBVeXlCI2KQq+NG7UOiRCX4amnqjF+vHV2wzMXzURpbSnWeK9BPbh7x9GcKjyFL/cwO+AsUAxoxKm9e9VkwriOHRGZlYXkkzTjIKQ19O1bibfess5uePbi2Ug/l44D0QdQUl9i0/hI63lt/WvMDjgJFAMaUFtbq+YP1NXWIigsjFkBQtpgN7xggXV2wz9t/Anrd6xHUVIRjuuO2zI8YkF24Ku9X2kdBqEY0IYz+/fjzIEDiO3QASEFBehw8KDWIRHiEvznP0BqqnV2w98t/07ZDa+rXWfT2IhlMDvgHFAMOBjpYN67ciVqdToEhoSg56ZNdBskpBX8+teVuPdey1MCJaUlmLFwBvJK8rAhYAPthp2E9IJ0TN87XeswPB6KAQ12EJzaswcx7dohoKyMMwgIaQUdOlThf/+z0m546bc4cPwATiWeQm5drk3jI9bB7ID2UAw4OCuwb/VqVFVUICQiAt22b+dkQkJaaTccEmL5e8hI4hWbVii74b01e20ZHrEBJwtO4tuD32odhkdDMeBALp49i+Pbtim3Qa+6OnTZtUvrkAhxel55pRYDB1reJ3A+6zy+/uFrVPnTbtiZeX/b+1qH4NFQDDgQsR0uKyxEWHQ0ko8dQ3AJtzQR0hJjx1biT3+y0m54foPd8Paw7bQbdmK2nN+C7RnbtQ7DY6EYcOBkwkPr16thRF5eXkjbuVPrkAhxaqKjrbcbXrhqIXYc2IHspGycrz1v0/iI7WF2QDsoBhzEoQ0bUJybi4j4eAQXFiKRJkOEXNZuOC7O8vfYc3gPFq9eDF2sDlt0W2wZHrET3xz8Btml2VqH4ZFQDDiAyrIyHFy/HqHR0Sor0HXXLm4nJKQFfve7alx7reV2w7n5uZi5sMFueLX3atoNuwjVtdX4dNenWofhkVAMOID0PXuQf+FCQ4mgrg6dd+/WOiRCnJY+fSrxj39YZzc8a/EsnDx3EgejD9Ju2MUQMVBXX6d1GB4HxYCdkbqllAi8vb3h6+eHlKNHEVxaqnVYhDglQUE6zJ9vnd2wbCFcv3M9ipKLcEx3zJbhEQdwtugslp1YpnUYHgfFgJ3JPnUK5w4dUtsJha5sHCSkRbvhLl0s30Z47NQxzP1xLmrDarFet96msRHH8fHOj7UOweOgGLAzx7ZtQ0VJCYIjIpTjYGJ6utYhEeKU3H57Je67zzq74ekLpyu74fUB66EDDb1clR+O/YCM4gytw/AoKAbsSEVpKQ5v3NjYOCgDidg4SIgp7dtX4fPPrdtGOGfZHBw4dgCnE0/TbtjFqa2vxWe7P9M6DI+CYsCOpO/ejYLMTEQmJKj7HTmdkBATfH3rMG+eH0JDLX+PjTsb7IarEquwp4bzPtyB6fs4vMiRUAzYuXHQx9dXNQ4GFRcj7uxZrcMixOl46SUdhgzxts5ueMnXqPKj3bA7cSL/BHZl0rLdUVAM2ImcM2dw/sgRROobB6VEYHlbFCHuyZVXVuDPf7bObnjGghnIyMlQdsOV9ZU2jY9oC4cXOQ6KATtx9sCBhsbB8HB1nyUCQpoSFVWNOXOC4OVlefZt0epF2L5/u7IbPld7ztYhEo2Zc2iO1iF4DBQDdqC2thZHt2xBYEiIahwMKSxEbAY7YwkxthueNcsH8fGWv8feI3uxeNVi6GJoN+yupBekY+cFbsd2BBQDdvIWkDKBzCEQOhw4oHVIhDgVjz9ejQkTLLcbzivIU3bDxbpirPFdQ7thN4alAsdAMWAHzh48qOYRBOrbozscPqx1SIQ4Db17V+LddwOsyryJ3fCJsydwOOYwiuuKbRofcS5YKnAMFAM2planw9HNmxEUFqZKBIGlpYi+cEHrsAhxKrthPz/L32Pl5pVYv2M9ipOLcVR31JbhESfkVOEpbM/YrnUYbg/FgI3JPHkSuefPN5YIko8f5y4CQvT8+99A166W/0WcOHNCmQvpQnVYp1tn09iI88JSgf2hGLDDLoKq8nLVPCgknzihdUiEOAW//GUlpkyx3G64tKwUX83/CnnFedgQuIF2wx4ESwX2h2LA1iWCrVsbtxPKuOLEkye1DosQzWnXrgpffmm93fD+Y/uV3fDFuos2jY84N2eKzmBbxjatw3BrKAZsvIsg/8IFhMfFqfux58/Dv6pK67AI0RQfH+vthjfv3ozlG5cru+HdNbttGR5xoeFFxH5QDNiQC8ePo7q8HAHBweo+swKEAH/7mw5Dh1r+UZORnaF2D1T50m7Yk1l1epXWIbg1FAM2QtKYp/buhV9goNpFICRRDBAPZ/ToSvzlL5bbDVdVV2HGwhm4kHMBO8N30m7Yg9l6fivKqsu0DsNtoRiwEcW5uWonQVhMjLrvV1nJLYXEo4mMrMHcuSKOLX+PxasXY/u+Brvhs7Uc9OXJ1NTVYN0Z7iCxFxQDNiLzxAmUFxYiJDJS3Y8/cwbe9XRFI55rNzxjhjf007stthtetGoRdNE6bNZttmV4xEVZdYqlAntBMWAjMo4dU7fePj6NzYOEeCqPPlqNiRMttxvOL8xXdsMlNSVY7buadsNEsfLUSq1DcFsoBmy0pfD0vn0IjohofIxigHgqvXpV4p//tN5u+PiZ4zgYc5B2w6SRPVl7kFeep3UYbgnFgA24ePYsinJyEBIV1egvEM0phcQDCQy03m541ZZVWLdjHUqSSmg3TJogGaLVp7mjxB5QDNiArPT0Jq6DkdnZ8Kup0TosQhzO++/XIy3N8o7Bk2dPYs7SOdCF6LC2dq1NYyPuAfsG7APFgA3ITk+Ht7d345bCuHPntA6JEIdz662VePBBP6vshqcvmI7c4lxsDNxIu2FiFvYN2AeKASuR+ub5I0cQpLcgFtgvQDyN5GTr7Ya/W/6d2kFwOuE0cupybBofcR+O5R3D+WJ+xtoaigErKczKQkl+flMxwMwA8UC74bAwy99jy54t+HHDj6hOqMZuHe2GSctsPLtR6xDcDooBK5FxxRWlpQjSfxIGlpYitLBQ67AIcRh//asOw4db/lFyIfsCZi+ejUqfSqwGm8NI63YVENtCMWCDnQSor1c9A0JUVpbWIRHiMEaNqsS0adbbDZ/LPqfshivqK2waH3FP9mRTDNgaigErkX4Bf/1gIiEih7VO4jl2w999Z53d8JK1S7B131ZcTLpIu2HSapgZsD0UA1ZQXlyMvPPnEWzULxBxkXPWiWfYDX/1lTcSEy1/j31H9mHBygWoja7FJt0mW4ZH3Jys0ix1ENtBMWBlv0BZUVETMRDJzADxAB5+uAqTJllpN7xoJoqrirHGdw3thkmbYXbAtlAMWIFkBcSK2C9Ab71aX49wZgaIm9OjRyX+9a9Aq7bjfv3D1zh2+hgOxx5GUV2RTeMjngHFgG2hGLCC/KwsGJdLQ4qK6DxI3N5ueMGCAPhb3jOI1VtXY822Ncpu+IjuiC3DIx4ExYBtoRiwgounT7N5kHgU//xnPbp1s85u+Nul30IXSrthYh27s+hHYUsoBiykpqoKBVlZCDAWAywREDfm5psr8fDDltsNl5WXKbvhi0UXsSloE+2GiVWcyD+BsuoyrcNwGygGLKTo4kVUlpU1DicSKAaIO9sNf/WV9XbDsoPgbOJZZNdm2zQ+4nnU1ddhX/Y+rcNwGygGLERGFsukQuPMQGhBgaYxEWIvu+HvvvOD0aaZNrN171b8uL7BbnhXzS5bhkc8mP05+7UOwW2gGLAiM6CcB31+3l4VXMSuaOJ+vPCCDiNGWP5RkZmTqeyGK7wrsAocP0tsx5nCM1qH4DZQDFhIQWamOK/8/EB9PYJLSrQMiRCbM3JkBV580fKtA9XV1cpu+GzWWeyK3EW7YWJTzhRRDNgKigELyZGdBEFBjfeDSkvhXVenaUyE2JKICLEbDrLObnjdElUiyE3KxRkdP7iJbTlbRAtrW0ExYAE11dUozMlp0jzIEgFxR7vhpCTL32P/0f1YsGIBdFE62g0Tu0AxYDsoBiygvKgI1ZWVPzsPihgoLtY0JkJsyYMPVuGmmyy3Gy4oKsCMRTNQVFmENX5rUAdmzYjtySjJQG1drdZhuAUUAxYg8wjEZ8Av8OetVswMEHehe/dKfPCBDeyGTx3DkfgjtBsmdkNXp8OFkgtah+EWUAxYQEVxMXRVVfA18mQNYWaAuAEBAbWYP986u2GxGl6zdQ1Kk0pxuOawLcMjxASWCmwDxYCFmQHB2/vnH18QxQBxA959tw49eljeMZh+Lh1zls5BTUgN7YaJQ6AYsA0UAxZQbmbhDygv1yQWQmzFpEmVeOwx6+yGZyyYgeyCbGwK3oQacGgXsT/cXmgbKAYsoDQ/v6nHAAD/qirN4iHEWpKSqjB9unV2w/OWz8Oew3twLukc7YaJw2BmwDZQDFhAYXZ2k50Egl9lpWbxEGIN3t51mDvXDxERlr/Htn3bsGz9MmU3vLNmpy3DI6RFKAZsA8WABVdARbm5pmKAmQHiojz/fA1GjbL8oyDrYhZmLZql7IZXY7VNYyPkcuRX5GsdgltAMdBGZEthVVkZMwPELRg+vBIvvdT0d9kiu+HMs9gduRvl9eydIY6lpJo28LaAYqCNVFdUoLamBt6+vo2P+dTUwIdWxMTFCA+vwbx5gTDaFNNmlq5fis17NiMvOQ+ndadtGR4hraK0ulTrENwCigELMgNiquJjJAZYIiCuyJdfeiM52fLXHzh2APNXzEdtVC026jbaMjRCWk1JFTMDtoBioI2IDXGdTtdUDLBEQFyMBx6oxC23WGk3vHAGCisKsdZvLe2GiWYwM2AbKAYsyQzodE3KBNxWSFyJtLRK/Pvf1tsNH00/imNxx1BYV2jT+AhpC1W1VaippaeFtVAMtJGaykolBnx8fr6q8q7loAziGvj712LBggA0639tE2u3rVWWw2XJZTikO2TL8AixCDYRWg/FgAWZgfq6OngZd13V12sZEiEtUt/MbrhnT8vthk+dO4Vvl32LmuAarKldY5P4CLEWlgqsh2LAgp4BEQJeRg6EXhQDxImprtap24kTK/D445bbDZdXlGP6gunIzs/G5uDNtBsmTgObCK2HYsCCzAAzAcSVqKurR2JiFWbODLKJ3fD5pPPIqs2yaYyEWAMzA9ZDMdBGZHRx87kEFAfEmYkO98OcOb5W2Q1v379d2Q3XxNdgR80OW4ZHiNWwZ8B6fm6JJ62+Qmq++LNMQJyZO8I3IGC0j9V2w+Ve5VjltappEwIhTkBFTYXWIbg8zAxYIgYIcSEC9u8GTp+2ym74TOYZ7IncQ7th4pT4+VjeC0MaoBiwgRhgZoA4PfPmWfQyKQ1s2bsFhUmFOKU7ZfOwCLEFft4UA9ZCMWABXPqJyzF3bptfcvD4QWU3HBMRAy8/y7cjEmJvmBmwHoqBtlJfj+Yfi3VGBkSEOCVbtgAZGa0+vbC4UJUHysrLkBiXiJ7+Pe0aHiHWwMyA9VAM2IAaf3+tQyCkZaSU9f33rTq1rq4OXy/5GkfSjyCtU5ry1IjziUOsd6zdwyTEEpgZsB6KAQt6BpqXCXTWeLsS4ii++671dsNb1qBTSif4Gs3gYHaAOCvMDFgPxYAFYqB5mUDHzABxBdavBy5evOzugUWrFykREBHW1Jigl38vOwdIiGUwM2A9FANtxNiG2ADLBMQlkIFalykV+Pv7o2vHrqiuqTZ5LtE3EVHeUXYMkBDL8PWmZY61UAy0EV8/PxMHQskMcIcBcZdSwYAeA1BXX6dGFTeHpQLijLBMYD0UA23E11wWwMsLOhEJxGpEVJ3XOgh3ZvVqoKCgxVN6dumJ6Iho5BXmmTzHUgFxRlgmsB6KAUvEgBmTIXdrInxSNI7R0fUyj1+OtbLIAJB+9H8YPf4lgCj9rfATAMu88kirqKkBFi5s8ZSoiCj0SeuDvAJTMZDsk4xw73A7BkhI22FmwHooBmyRGXDDvgEZRfMDgAL9sfsyj7eEtKzdBOBOAJsBzJQLVP1zHwD4Vn8rbAQw2k7/T6T1pYKBvQaitq7WpFQgPTM9/VgqIM5FZGCk1iG4PBQDbcQvIKBhe2Gz7EB1cDDcBZ24zwG4Uv7I9EdYC49fDln8kwFMA5AG4K8APtM/lw9grP72HIB2dv5/IwCWLwdKWp7y1rNzT5UhKCg2LSmwVGAjKvQ1MUfO2JGPrSK4FREBEQjwda/MrBZQDFiQGfD28UF9XV2Tx8vDWrMsugb7xXhGGskABAGYAOBsC49fjr0AxunLCsIwADv1X8tP7TgASTzP1mcPiJ2RMdyLF7d4Smx0rBIEuQW5Js+1922PUK9QOwboAYiqfg/AQn3dTO4LSwD8zej4Zyvf77Q+vfYmgE1Gj+8B8Hf9rXBS7CXhViSEJmgdgltAMWChGGiePq1wIzFwCEB3ANMB7NPPuX64hccvRzGAVKP7svBf0H8ti38/ALfJGgWAS4xzlQpqamqUI2HzUkEP/x52DM7NqdTX2qYAeBzADZKt0T8nfxh3Afij/ni0Fe9XplfSfQA8qFfthplS2wD8Sn8LffqtI9yK+JB4rUNwCygGLCgTiBioayYG3Ckz8Bt9b8BIfVr/Q31j36RLPC6LfUuIaDBO4gXKz0v/tXze5enfT953CIDJHAZlf5YuBcpbHkfcq2svRIZHmi0VcIuhFVTp02qJ+vtJ+lJBrb7BpqM+9SZHa7Lfoszl42cMgBj97S79c/K+nfS3Uh5ww97PhBBmBmwBxYAFmQEfX1/U6aSC7p6ZgeaI7pZrw8xWPt6caP1nnAGpVhu3W4rP3QEAR/WfY1JGPWzD+IkZRAgsW9biKfEx8eie2t1sqaCTbycEeclqRdpMhD4dBr0A2AJAEi05ehX8EYBX9Sm41qT0s/ULvqEOl2L0R+mvV9sB+oyBZA/cDGYGbAPFQBsJCg1VxkO66qYObRXh7iO5nwMwy+j+Zv0vyn8v8Xj7y7zfUP25BnbrP68MHNR/RkkTYW8AnfWfX0TbUoGUAwb1HqQsips3zHp7eaO7nxSNiMVkAXgbwAkA1+sVs1zZ/xLAY/o/rkWtzDQYG0PKwm/oD+0L4D/6fb0iPNywz46ZAdtAMdBGAkND4RcYiJrmYsCNMgP9AbwAYKW+lClly3tbeNywj0LKBTVm3u8m/ZbBFfrn/w/AdUbPz9N//snuhHR9WZMbhRyANBE2+z1uTq8uvRAeFo7CEtNLVO4qsBJZw+7Rp84W6rMFj+jVtYiCifo/COkxuNynuE+zupzhD3G0vhYXo9+q8zGAOe5Vh2MDoW2gGGgj3t7eCImKQo10ZLtpz8DdAO7QN/XdqS9vftDC4wb66fuimiNGQ+/q+6QS9OUAERWCTp81FcuQmwF8rb94kQwBsTPFxQ3bDFsgKT4JXTt0xcV80wFHnf06I8DLDS81HYWXfs/trfq6WPMthiH6Rbv0Mu8j1Rrj9o+qZuIgUF+CyNOXE0S1tzyvyqVgmcA2UAxYQHhsLHTNxIA4ELqT8dAb+nJlnn53U8hlHjfsbrrlEu/3qF4EzNT3OyUYXcSIq6HQQZ8xlUo2fzGdp1QwpM8QVFZVmpQKfLx8WCqwBPlDMdZgPnphsFb/x2HgvP7xy1Ugk/XpNOPyg/G1iQiBeL3YiNOXFBzpbWBnWCawDRZ/5up0OmzZIp0vTcnJyTH50LAFTz/9NFaLr7oFGG8DlPhyc00botpCRGwsasXWtRllkUxut0SqvjTK7YNOhFgTN2uGNTerIDwkHMWlpvtGuKvAAmL0Rhs79B3+Unfrot9VsEpfGhBVvFhfmzNcY0i5wHR2VMN+33N6D4FafU3O2Cdcsg499RkC2RhSrP/aTWBmQGMx8J///Ad33HEHLly40CgOZD/yNddcg7/97W8oLS1FSUkJLl5mfvrlkH3OwpAhQ/Dkk082uv/JAi8C4cYbb2w8PvzwQ7Ov79OnD9atW6fuP//883j55ZetiilYmgXNjDIujpG/ckJciPz8huFFLdA+qT1S26WaLRV09esK/yZ7Q8hlkav2XwPYCuDf+vr+rfqFXzppv5GMjX5Bl9qaAWkEPGbm/UL0TTiSdnsLQK7eJhRGTYM+etFwQP+1ZAjchKQwUVFEEzGQnp6OF198UX2dkpKCDh06oGvXrnj99ddx6tQpfPXVV4iKisLw4cNx5ZWG30rLCA0NRUREhBICGRkZCA8PR3BwMObOnYvdu3djxIgR+NOf/oS9e/ci0syV+axZs1BeXq5iEaZNm4bPP/8ce/YYLLnaTtAl+gNKKAaIm5YKhvYbivLKcpOsn6+XL9L8xSWCtAnJBPw/uTrRCwNDve0aAH/WN/1JGs1YZz2tv8K/1JadJ/QNPY8Zpd9k4R+h/1o+Hp/SNy26SR0uMTQRof62yTXqPDjbDUt+JU6ePInx48fj2WefxZkzZ3D//ffj7bffxsGDBzF//nwsXboUR48exRVXXIGPP/4Yhw9bt2Ncvsdtt92mMgz5+fmYMmUKHn/8cZWVCAsLQ48ePdSVf1ZWFq699tomry0uLlaL/yuvvIIA/VTBjh07qn8EeX12tmzQbTtBkhmorzdxZmNmgLgk338PNPtdbo5YE4cGh6KkzHSmAQcXOQnSCyC6zIN6OrvFdLPZe/3Hg7PdFokByQJ8+eWX+OSTT5CcnIyVK1di6tSpSEtLUz/Eu+++G926dcOJEyfwxRdfWB2gZAUWLlyIOXNkPwzU9xs1apT62senoWV2w4YNGDx4MGJjpW/9Z+QH2759exWTMX/961/Rrl07jBkzRmUyLMkM+AYEmHgNFDf7/oS4BDk5wPr1LZ7SMaUjOiR1MFsqkMyAr2oFJcSxdIu2jRhItzDbXVFRYXJRaEAW96KiIpSViV+0c2e7LRIDfn5+GD16NE6fPq0Wf7mV495778XDDz/ceP+FF15oVEDyQ6msrDTx8zeH/GDlXIMy8/f3x0MPPaT+sY4dO4aCggJMmjQJVUbd/CtWrFAqypj3338f3333ncpOyPeV9zIcwrx589CpUyf07dsX774rG99aT1h0NPwDA1Fd0bQll2KAuGupQLbUDus3DGUVZSYpU38vf3Txk7w3IY4lLcb6EpU12e6oqCh1USqltOaHr6+vWsxlLXL2bDfsXTkyfGjMnj0bQUFB6odj7odmfMgPVs4Vvv76a3W1/+mnn+Kdd95RGQFxQ0tMTFT/4wYOHTrU+IMRpO7z3HPPqX9QWexFUIiIMT7kH2ncuHF46qmnVPqnLYRERiIwJARVzbzdawID3cpvgHgQ8+ap0tflZhWEBIWgrLzplY7AXQXEVcsE1mS7MzIy1NW/lA+aH7JwSy1fMgDOnu0WLM7tJSQkqMVdFlZBrthlMTf+Yd1wQ0MrrPyPzpgxo3FRbkk8yGIvhyD/w83/p4255ZaGXe3yjygpk4EDB6r6jqRZRL3Jlf9dd92FI0eOqIU/L+9nk1tJ9YiimjxZxuK0DblKiklJwen9YvbdlKL4eARfZlY8IU5HRgawdSswwtBtZorsKEhJSEHmxUyEhjRt2hK/AR/4oNbs3jdC7EOPWOunZxpnu42RVH1gYKDqFxA++ugjbNpkPB8aiGljn5gtst0iFCTb3bw8IdluuUiWC2DJHIhwsLsYkP8hUTzSxWj4YTT/wRnTuXNndVjC4sWLVQpFFmCDYBg5cqTKGhiQRf+NN95QV/mS2hFSUxuG5kot5sCBA+oHJOLFgCg+UViWEtOuHY5t327yeFFcHJJOyoZfQlywVNCCGJCrFikVzFg4w+S5QO9ApPql4kSNbJAnxP4E+ASga7SxoYL9qbdyV4GsW0888URjBkAy3oJku417ESTbLaWL5tnuDz74QK1ll+Lvf/+7yii0NdttsRiQOocspPJNBUmJyGOS/jDODMiVuPwPSArDUiRLICkaUUqCNFn8978yMqcpgwYNUj9AUVfGJQNh5syZmDBBzHN//gfNzMxUaRVLiYgzv1E3P9Ewl5QQFxQDb8lG9UvTu2tvBAUEqd4BKRk0LxVQDBBH0T22O3y9bde4mtCGbLelOGu2W7DoJxkfH69SKpKmkH4A6bgUtTJ27NgmmQEJWuox1mCurGBQVYI0KU6cOFGlTqTZorkQkH6D7du3Y/p0mQfagDRuSHZD6kOWEh4Xp35RJF1jHE+eFQKDEE2RWuOuXaKsL3lKlw5dkByfjNz8XISkNBUDPfx6YDEWo96dpuAQp6V3nO0mmOjamO22BmfNdre5gVAC379/P1599VX0799fpS9kv6MoFwOfffaZql2sWrVKNTRY+48kC71cxcvxyCOPNO5KkFsRC6KEpCfhhx9+aLLlQ/4RpUN0wYIFSsCIcNi5c6dKtci2kZb6Fy5HZHy8aiKsbtZEWBIdjapAN/L6JJ7FZXYVyIePlAqKSsVHtynB3sHo5CuTcAixP33ixa7RNuQbZbtlIRZB8Oabb+K9995T9w2HdPtbu6ffkO027LyTUkFhYWGL2e7m2CPb3ebMgNQiJBPQr18/1QUpi6wgARvqKZKukB+sXJXLHkprkAX71ltvVRkIYcmSJWrPp2DYgnjPPWKp9TOSsbjppptUBmDNmjUq1WJ4L+nsFFEgBhPWIJmBgOBgVJaVNXUk9PJCXkoKktk3QFxVDLz2Woun9E7rjQD/AFRUViAosGHnj3Gp4JTOsm5mQrTKDMS3Mdst4kGuxI2vzFu6oJWL06FDhzp1ttur3h4+i06A/GOJEGnNP5alfPPqqzh/9CiSujTdY9139Wr01btDEeJyHDgA9O7d4pXNn9/5MwpKCpQRkTGldaX4R+E/WCogdufCHy7YZC6BLIEHDhxQGeRvvvmmUQC89dZbjWUCyXYvX74ca9euxebNm1U2/LHHHlMLu5SLW0IEhhgNGZwNv//+e9x5552N2wYNQmHZsmVqV8F9992nHpPt79dff33jGiaPSbZCfHGk1PCLX/xCCYd9+/Y1xi5+CJbitrZh0dHRdv8eyWlpOGXG9Yl9A8SlmTu3RTEgW6OG9B2CucvmNkzaMyLUOxTtfdvjrO6s/eMkHktqZKrNBhRZku1OTU1Vi7Y7ZbvdNjPgCA5t3IgF776LDr17N1GHAeXluO0yXdmEOC2ydWnfvhZP2XdkH17/+HV0SumEwICmPTJbKrfgx/If7Rwk8WTu7nc3pt/6c5rcE8i3c7bbTWZXaUNsu3aqb6Cqmfd0VXAwSqJkagghLoiYaR0/3uIp3VK7ISEmAbkFptPSOLiI2Jsr2l8BTyM6OtquZW+KASuISkpCaEQEyouLTZ5jqYC4864CyQYM7jMYhcWmXdARPhFI9rG8kYmQy+GJYsDeUAxYgZ+/PxK6dEGFGfvh7I4dNYmJEEeIAaFvt76qC9pgH24MZxUQexEREIHe8bbbSUAaoBiwEtlJ0HyUsZDVbIcBIS7Fjh0yXq3FU7qndkdcdJzZUkEv/152DI54MiPbj4S3F5cuW8OfqJXIjAJxkqrVj0Y2UBYZiWIH7GggRKvsQHBQMAb1GoT8onyT56J9opHgk2DH4IinwhKBfaAYsBKZXhgYFma2VJBl4XAmQlylVNCvez8lhmVrU3NYKiD2YFT7hnG/xLZQDFhJeGysGlpkrokwk6UC4sps3iyG5y2e0qNzD8RGxSK3kKUCYn9kMNHwlOFah+GWUAxYiVwVderXz3wTYWoq6vTDKAhxOcSC5PvvWzwlNCQUA3oOQH6haakgzicOsd4NLmuE2IL+Cf0R4t90QBaxDVypbOREaJhgaIwuIAC5KSmaxUWII0oF/Xv0V7fijd4clgqILbkq9SqtQ3BbKAZsQGLnzggRvwEzk6fYN0BcGpmxkWtaAjCmZ5eeiImMQV7hz7PVDbBUQGzJTd1v0joEt4ViwAaExcQgvlMnlBYUmDyX2bWrJjERYhMk23WZUkF4aDj69ehnVgwk+iYiyptunMR6YoNj2TxoRygGbICUCKRvoLqiwuQ5GWdcbjzimBB3LBV076+GqTQvlQksFRBbcEPaDfQXsCP8ydrQfMjHzw81VVVNn/Dywrme/DAkLsyqVYCZEpgxvbr2QnRktNnsAMUAsQU3dWOJwJ5QDNiIhNRUVS4ozTftqj7bi3VT4sKIh8DChS2eEhURhT5pfcxuMUzxSUG4d7gdAyTuToBPAK7rep3WYbg1FAM2QqYXtu/ZE2VmrqAuduiA8tBQTeIixFGlAtliWFdrWiqQMhonGRJrGJc6DqH+/Ay1JxQDNqR9r17Kllhqp01gqYC4OsuXA2a8NIzp1aUXIsMjUVBs2kjLUgGxhkndJmkdgttDMWBDJDMQEhlpNjtwjqUC4spUVgI//NDiKbHRsWqbobnBRR18OyDEi2YxxDK4pdD+UAzYkKjERCR364biixdNnsvp2BEVLBUQNy8VyOAimVPQPDsmpYIe/j3sGBxxVwYmDkS78HZah+H2UAzYEPnA6zp4sBppbLZU0IMfhsSFWboUMLN91hjJDEipoLDYNDtGAyJiCcwKOAaKARvToXdvBIsbYVGRyXOn+/bVJCZCbEJZGbBsWYunJMQmoFunbrhYYJod6+TbCUFeQXYMkLgjv+r1K61D8AgoBuxRKkhLQ1FOjslzuR06oCiWg1uI+5YKJDs2uM9gVFVXoV4GHRkhhjHd/brbOUDiTgxNHore8b21DsMjoBiwR6lgyBDoqkw/DIWTAwdqEhchNmHRIqC6+rKlgoiwCBSWsFRArGPKgClah+AxUAzYsVRgblfBqf79UcuxxsRVKS4GfvqpxVOS45PRpX0XXMw3LRV09uuMAK8AOwZI3IVA30Dc2fdOrcPwGLgq2YHopCQkSanAzK6CqpAQZLCRkLh5qWBInyGorKo0yY75ePmgm183OwdI3IFbe9yKyMBIrcPwGCgG7IB8GHYfPlyVCurMDG5hqYC4NAsWADrdZWcVhIeEo7i02OQ5GhCR1sASgWOhGLATnQcORHhsrNnsQGaXLiiNiNAkLkKsRuZvrFnT4intk9qjU7tOZksFXf26wg9+dgyQuDodIjrg6s5Xax2GR0ExYCfCoqPRbfhwFOeaurGJ50D6gAFahEWIbZg797LZsaF9h6K8stykVODn5Yc0/zQ7B0hcmfv638dxxQ6GP2070m3YMPj6+aGqvNzkufSBA1Hn5aVJXIRYzfz5QHNjLTOzCkKDQ1FSZjrTgIOLyKXwghd+O+C3WofhcVAM2JF2PXqo0cYFmZkmz5VHRHBeAXFdsrOBDRtaPKVjSkd0SOpgdlZBN/9u8IWvHQMkrsqYTmPQOaqz1mF4HBQDdsTH1xe9r7wSlWVlpvbEAA6NGqVJXIQ4YleBt7c3hvUbhtKyUpNSgb+XP7r4dbFzgMQVYeOgNlAMOKCRMCwmBiV5eSbPFSQnI7tTJ03iIsRq5s0DzBhrNd9VEBwUjLKKMpPnuKuANCchJAG/7v1rrcPwSCgG7ExUQgK6DBqEIkmrmuHwyJEOj4kQm3D+PLBtW4unpLZLRbvEdmZ3FYg1sTc/gogRTwx7QpkNEcfDv0QH0H3ECPhcopHwQloaCuPiNImLEHvvKvDx8VGlAnNNhIHegcqRkBAh1D8Ujw99XOswPBaKAQfQqW9fNbwoV66kmuPlhSPMDhA37Rsw7CoICghCeYWpGOauAmLgwYEPIiooSuswPBaKAQc1Eva/5hrUVldDZ2bIy+l+/VAeGqpJbIRYxalTwO7dLZ7SpUMXNa/AXKmgh38PtZWMeDa+3r74w8g/aB2GR0Mx4CDShgxBXMeOyLtwweS5Oh8fHBs+XJO4CLF3dsDPzw9D+g4xa00c7B2Mjr4d7RgccQUm95mM9hHttQ7Do6EYcBABwcHof/XVqCwuNjuv4NjQoagMCtIkNkLsXSrok9YH/v7+qKisMHmOuwrI1FFTtQ7B46EYcCA9Ro5ERGIiCrKyTJ7TBQTg0OjRmsRFiFUcOQIcOtTiKWkd05AYm2jWgIhiwLO5vuv16JvQV+swPB6KAQcSGhWFvmPGoCQ318SERTg+dCjKw8I0iY0Qe+4qkKyAzCooLC40eS7MOwztfZki9lSmXsGsgDNAMeBgeo0ejdDoaLMDjGr9/HDgF7/QJC5CHFEqkP6Bquoqk+eYHfBMhqUMw9hOY7UOg1AMOJ6YlBR0Hz4chZmZZrMDJwcNQmlkpCaxEWIx+/YBJ060eEq31G5IiEkwu6uAWww9k+dHP691CEQPxYAG9B8/HsGRkWYtiut9fLB/LJUycb/sQGBAIAb3GWy2VBDpE4lkn2Q7BkecjSvaX4Gbe9ysdRhED8WABiSmpqpyQf6FC2azA6f69UNRbKwmsRFiz1JB32594ePtg2ozfhssFXgWb41/S+sQiBEUAxox8NprERYdjaKcHNMnvbywb9w4LcIixHK2bwfOnm3xlO6p3REXE2d2V0Evf4709hR+2fOXGNmezqvOBMWARsS2a4e+48apbYbmxhuf69ULOR06aBIbIfbKDsgEw0G9BiG/KN/kuWifaCT4JNgxOOIsboN/v/rvWodBmkExoCFiURyZkIBCM74Dwo7rr0edF61aifuVCry9vVFTU2PyHEsF7s/Dgx5GWkya1mGQZlAMaDzeWFwJZZuhOVfCwsREnBgyRJPYCLGITZuAzMwWT+nZpSdio2KRW2jGgIi7CtyaMP8wvDj2Ra3DIGagGNCYflddheikJNVMaI6948ahMjjY4XERYhHSEPv99y2eEhoSigE9ByC/0LRUEO8bj1hvNs+6K8+Neg7xIfFah0HMQDGgMeExMRh43XUoKyiAzkzatCYoCHuvukqT2AixV6mgX/d+6lan05k8x1KBe5IUmoRnRj2jdRjkElAMOAHSSJiUloac06fNPi9GRHnJ3INNXIS1awEzDpvNSwXRkdHIKzT12qAYcE9eGvsSgv2Y5XRWKAacgOCwMAy/+WbVN1BRWmp6gpcXdtxwA0wdCQhxQqT/Zf78Fk+JCItQ2YG8AlMxkOSbhEhvunC6E33j++L+gfdrHQZpAYoBJ6Hb8OFIGzoUOadOmTUiyktJwcmBAzWJjRB7lAoG9BiAetSj1kzzLLMD7oO3lzf+e9N/ldkUcV4oBpwEHx8fjLz1VoRERpo3IgKwe/x4VISGOjw2QtrMypVAoantcPNSQVR4lFnPARoQuQ9PDHtCDSQizg3FgBOR2LkzBowfr3wHas00Vkkz4fYbbtAkNkLahDTDLlrU4inSM9A7rTcuFpgOLkrxSUG4d7gdAySOoGNER7x21Wtah0FaAcWAkzH4+uuR0LkzLp45Y/b58z174kwvXjURF2Du3MueMrDXQFUmaO7C6eXlhR5+PewYHHEEH934EUL8Q7QOg7QCigEnIyQiQjUT1lRVoaq83Ow50kxI7wHi9CxfDphriDWCpQL35a4+d2FC1wlah0FaCcWAE9Jz1Ch0HTwYWSdPmm0mrAoJwfaJEzWJjZBWU1kJ/PBDi6fERccpQWBucFEH3w4I8eJVpSsSHRiN9ya8p3UYpA1QDDghPr6+uOJXv0JodPQlnQllkNHpPn0cHhshtt5VMLDnQDWnwGypwJ+lAlfk3QnvIi4kTuswSBugGHDiZsJhkyahND8f1XKFZQZpJiwPC3N4bIS0miVLgIqKFk/p1bUXIsMjUVhsuvuAWwxdj/Gdx+Pe/vdqHQZpIxQDTszAa69F6oABlywXyO6CLTffTDMi4ryUlQE//tjiKQmxCUjrlGZ2V0GqbyqCvILsGCCxJUG+Qfj4xo+1DoNYAMWAE+MfGIgrJ09GcHg4Ci4x5jirSxccGj3a4bERYqtdBVIOGNx7MKqqq0xErxjWdPfrbucAia14+9q3kRqVqnUYxAIoBpyc5LQ0DLvpJpTk5qL6EunWfePGIadDB4fHRkirWLwYqK6+bKlALIoLS1gqcFVu6X4LHh/6uNZhEAuhGHABBk+YoHYXZF6iXFDv7Y2Nt93G7YbEOSkqAlasaPGU5PhkdGnXBbn5prsKuvh1QYBXgB0DJNbSLrQdvrjlC63DIFZAMeAC+AUE4Bd33omw6GjknT9v9pyK8HBsvvVW9g8Ql9xVIKWCIX2HoKKqwkTw+nj5oJtfNzsHSCxF/n2+m/wdIgIjtA6FWAHFgIuQmJqKUbfdhoqSEpQXF5s9J7NrV/YPEOdkwQLAjMV281JBWEgYiktNf79ZKnBeXr7yZc4ecAMoBlyI/tdcgz5jxyL71CmzswsE9g8QpyQvD1i7tsVT2ie1R6eUTriYb7qroKtfV/jBz44BEku4MvlK/HnMn7UOg9gAigEXm2w45q670L5HD1w4duzS/QO3346KEDq3EdfbVTCs3zCUV5ab/G77efkhzS/NzgGSthDjH4N5v5mn/t2I60Mx4GKERkbiqvvuQ1B4OPIzMsyeUxEWhvV33IFaH84PJ07E998DzVwGmyPWxKHBoSgtM51pwFKB8+ANb3z7628RExyjdSjERlAMuCDtevTAFbffrnoHLtU/kNu+PbbedJPDYyPkkmRnAxs3tniKlAk6JHUwa0CU5p8GH1DgOgPPDX8OV3W5SuswiA2hGHBRBowff9n+gdP9+uHAL37h8NgIsXRXgbe3N4b2HYrS8lKTUoFsL5RthkRbRsSPwOvXva51GMTGUAy4cv/AnXe22D9gaCg825PpVeIkzJsHXOJ31XhXQXBgMMoqykyf41hjTUkOTMaS3y5RzpDEveC/qAsTGhWl+gdCIiJw8cwZ8yd5eSn/gbykJEeHR4gp584B27a1eErn9p3RLrGd2V0FYk0s9WrieGRGxPL7liMqKErrUIgd4F+VG/QPjL37buhqalCUk2P2nFo/P6ybPJkTDolLlAok6yWlgpKyEpPnAr0DkepH73tHIwLsixu/QO/E3lqHQuwExYAb0PvKKzHilluUGLhUQ6E4FK6dPBk1/v4Oj4+QtogBoXfX3ggKCEJ5RbnJcz39WPZyNM/0ewa/HvRrrcMgdoRiwA2Qfb4iBvpdfTVyTp1CTVWV2fMKkpOxjlsOidakpwN79rR4SpcOXZAUn2R2V0EP/x7wAve2O4rr46/Hm7e8qXUYxM5QDLgJvn5+GHfPPeg6ZAgyjh5FbW2t2fOyO3dWQ43qaBRCnDg74Ofnp0oFRSVFJs+FeIego29HOwZHDPQP7o9599NYyBOgGHAjgkJDMf6BB5DYpQsuHD16yR0G53v2VB4EHGpEnLlU0CetDwL8AlBRaTq6mwZE9qe9T3sse2AZAgMCtQ6FOACKATcjKjER1z7wAEKjo5UHwaU4NWAAdk6Y4NDYCGnk8GHg0KEWT0nrmIbEuETkFpiONaYYsC+RiMSiuxYhMTpR61CIg6AYcNMdBlIykMRe7iVGHgvHhg/HvjFjHBobIa3NDvj7+6tSQWFxoclzYd5haO/b3o7BeS7B9cGYfsN09O/cX+tQiAOhGHBTeo4apbYcVpeXoyAr65LnHRg7FkeGD3dobIS0eldBWm/4+vqiqtq0KZa7CmxPUF0QPhz9IW4ceqPWoRAHQzHgpkjDj1gWj77jDpQVFqI41zTVamDXddfh2JAhDo2PEOzdC5w82eIp3VO7IzE20awBEUsFtiWgLgBvDHgD9159r9ahEA2gGHBj1EjYSZMw8tZbUZidjdKCgkudiB0TJ+LwyJGODpF4OpfJDkjz2uA+g82WCiJ9IpHkQ2dNW+Bf54/nuz6P3930O+4c8FAoBtwcGfwy6vbbMXTiROSdP39JUyJh97XXYv+VVzo0PuLhtHJXgY+3D6qrq02e46wC2wiBJ5KewNRfT1Xuj8QzoRjwAOQP/Mq77sLAa69FzunTqCwzHQBjYP+4cdhzFUeTEgchcwrOnm3xlB6deyAuJo67CuyAX50fHox5EC/c9QK3EHo4FAMegp+/vxpq1HfsWGSdONGiIDj0i19g53XXOTQ+4uGTDFsgOCgYA3sORH5xvslzMT4xiPeJt2Nw7otvnS+mRE3BK/e+gsjwSK3DIRpDMeBB+AcG4pr771ezDLJOnkRFaeklzz06YgS23ngjjYmIU5QK+nXvp8bm1uhqTJ5jdsAyIXBf5H14/b7XER0ZrXU4xAmgGPBAl8IJjzyCfuPGITs9HRUlppPhDJwcPFiNP+YsA2JXNm0CWtj+aigVxEbFIq8gz+S5Xn7sG2hraeCeiHvwxn1vICYqRutwiJNAMeCBBAQH49qHHlJbD7NPn0ZZkan/u4HT/fph9d13oyqQ9URiJ+rqgO+/b/GUsNAw9O/RH3mFpmIg3jceMd5c1FpDUG0QpoRPwd/v+zviouO0Doc4ERQDHlwyGH///Rh8/fXIPXv20tsOAeR06oSfHngAJVFRDo2ReBBz5172FBEDMm9DV6szeY6lgssTrgvHAxEP4KV7X0J8DPssSFMoBjwYv4AAXH3ffRh6443Iz8hASZ7pVZeB4thYLH/gAeS2a+fQGImHsHYt0IIxltCzS0+V1jZbKuAWwxaJrY7F/RH34/l7nlfzHghpDsWAh2MYfTxCb0xUdNHU6c1AVUgIVtx3H8724gcvsTEycnvBghZPiQiLUI2E5sRAkm8SIr3ZEW+OdlXtcG/kvXj2nmeRFE+TJmIeigECH19f/GLyZFzxq1+hrKAAuefOXXL8cZ2vLzbcfjsOjRrl8DiJm9OKXQX9u/dHHepQK+KhGSwVmNK1vCvujLoTT9/zNFISUrQOhzgxFAOk0Zjoittvx/gHHlBCIPP48UsKArEv3jN+PLZMmsSdBsR2rFwJtNDMKvTq2gvR4dHILzL1HODgoqb0KemDe9rfg2emPIN2iSzvkZahGCCNiCd5/6uvxo2/+x3CoqNx7tAh1OpMm7UMpA8apPoISiOZniU2QOyGFy1q8RTZEy+TDC8WmJaz2vm2Q5hXGDwdH/hgaNFQTOk1BU/d9xQSYhO0Dom4ABQDxIQugwbhpqefRmLnzkoQ1FSZjo81UJCUhKUPP4yMtDSHxkg8d1fBgJ4DVJmgTrYkNhOznl4qCEEIRheNxkPDH8Jjdz2m+iwIaQ0UA8QsSV264JZnnkHXwYORceRIi26FNUFBWHvnndg7bhzqOPGMWMOPPwIt/K4ZSgVR4VHmSwUeLAaS6pIwvmg8HrvmMUy5bQqCAoO0Dom4EBQD5JJExsfjxiefRL+rr0bOqVMobmnrl5cXDl55pTIoqgwOdmSYxJ2orASWLGnxFDHLEUdCc4OLOvp2RIhXCDyN3tW9cXXF1Xjklkfw6+t/DV9fX61DIi4GxQBpkeCwMFz38MNqDLIYE2Wlp1+6sRBAdufOWPrII/QjIHbdVTCo1yDU1NSYLRV09+8OTyEAARhdOhqjvEbh8Tsfx4QrJ6ifASFthWKAtGri4ZWTJ2Pi//t/CAoLw9mDB1FjZra8gYrwcPw0ZQr2jxmDOm/+ipE2IpkByRBcplQg9fDC4kKPNSCK947H2PyxGBQxCE/e+yRGDhypdUjEheEnNWkVqjlr1Cj88rnn0LFPH2QcPtziTIN6b2/sHzsWy++/H0Ux9I0nbUB6BpYta/EU6ZBP65RmdldBqm8qgrzcu17ey7sXhmcNx7DOw/D0b59Gn259tA6JuDgUA6RNJHTqpBoLZaZB/oULLRoUCfkpKVj2yCM4OmwYxyETm5UKRJwO6TME1dXVJr9/Muq4u597lgp84YvRutHondcbN4y+Ac8+8Cw6teukdVjEDfCqb+mTnJBLIFu79q1cifXffKPGICd366acDFsiIT0dIxYsQEhxscPiJC5KRASQkwP4+1/ylPNZ5zHtvWmqXBAZ3tTr4lj1McwunQ13KwsMKByAFP8U/GrCr3Dt6GuVWRghtoCZAWIR8iE08NprVZYgITVV9RG0VDYwNBcueewxnOrXz2FxEhdFfpfEkbAFxF63c/vOuJhvWiro7NcZ/ri0kHAlvOGNkb4jMSJrBPrF98MfpvwB14+5nkKA2BSKAWIVHXr1wm1//CMGXXcdCjIz1W6D5h3extQEBmLzrbdi7eTJKJOrP0KsLBVUVFWYlAp8vXzRzb8bXJ14n3j8sv6XSMpKwpWDr8TUh6ayP4DYBZYJiE0QAXB440ZsnDMHF8+dU6ZFgaGhLb7Gp7oa/VevRretW+HNX0PSnNhYICtL0lCXPOVMxhn89V9/RXREtInb3uHqw/i29Fu4Il7wwqiAUWif214Jm0lXTcItV98C/xbKJoRYA8UAsSkFWVlYO3s2jmzapLYhxrZvf9l9z1GZmRj6ww+IzchwWJzERVixArj66hZF6Evvv4ST506ia8euTZ6rqa/BWwVvoQY1cCXifOIwwXcCys6XqZHD99x8D4b1G0b/AGJXWCYgNiUqMRGTnngC1z30EHz9/VUvQXVFRYuvkfkGMvBo66RJdC8kbSoVeHt7Y2i/oSivLDcpFfh5+aGrX1OB4OzZgCsCr8DEiokov1COoX2H4o8P/RHD+w+nECB2h5kBYjdyzpzB2pkzcWLXLoRERiImJeWyH2r+FRXot2oVuu7cydIBARITAckYtWBelX4uHX97/2+Ii4pDWGjTqYX7q/ZjXtk8ODsJPgm41vdalGWUISYiBreMvwXXjLyGZQHiMCgGiF2RiYd7fvoJ2xYvRnFODuJTU1X54HKEX7yIAStXot3Row6Jkzgx69cDo0e3uM112j+nqa2GsrvAmKr6KlUqqEUtnJFgr2CMCxqH+MJ4FJcUY0jvIZg8cTK9A4jD4TQLYlf8AgIw9MYbkTpgADbNnYsjW7YoP4L4Tp1a9CUojovDusmTEXv2LAauWIG4c+ccGjdxslJBC2JAttgN7zccR9KPqFKBcfYpwCsAXfy64FjNMTjbdsFhgcMw3Gs4zp89D58IH0z55RSMHzWe2QCiCcwMEIchV3BHt2zB5u+/R/bJk4hMTEREfHyr6qHtjhxB/5UrEdHS5ETinnToAJw50+Ipx08fx0sfvITEuESEBjfdxbKnag8WlC2As9DNrxvGB41HVV6VGsNsyAaktk/VOjTiwVAMEIcj5kQ7ly7F7uXLUV5UhITOnREYcvmxs151dei8Zw/6rlmD4JISh8RKnIStW4Fhwy75tE6nw1/e/Quyc7NNUuwVdRV4u/Bt1OHS/heO2iVwXfB1SK5NxsmzJxEVEYWbr74Z115xLbMBRHMoBohmZJ48qbIEJ3bsUNkBKR1IWeFy+NTUoMuuXei5eTNCLuN6SNyEqVOBN99s8ZTvfvwOMxfNRL/upg6XM4pn4KTuJLRAhiaNDRqLAb4DcO7COVRWV2Jgz4G4c+KdzAYQp4FigGheOhAxsH3xYpw/fBj+wcGI69DhsnMOBK/aWnTavx+9Nm5k+cDd6dIFOHGixVMOnzyMVz58Be0S2iE4qOkW1Z2VO7G4fDEcidghDwkcgisCrkBRXhFy8nNUg+NNV92EUQNHwc/Pz6HxENISFAPEaXYdHN60Cdt/+AHZ6ekIjYpCdEqK2kd+WerrVU9B7w0bEHPhgiPCJVqwZw/Qv/8ln66pqcGf3/kz8ory0DG5Y5PnyurK8E7hO6h3wOzMQK9ADAsYhhGBI1BVWoWzF84iJioG142+Tg0XCg8Nt3sMhLQVigHiVFSUlmL/6tXYtWyZGpEckZCAyISEVpuuyGREEQWJp07ZPVbiYKZNA15+ucVTvlnyjTrMlQq+LP4Sp3Wn7bpNcHjgcCUE6qvrcfr8aXX1f8WgK5SdcLvEdnb73oRYC8UAcUqK8/KUP8HelStRkpenBEFrdx4IkdnZ6LpjB1L37YNfdbXd4yUOoGdP4NChFk85cOwAXvvPa+iQ3AFBgUFNnttWuQ1Ly5faPKxQr1CMDBypSgLedd4qE1BRWaEEiTQI9u3elw6CxOmhGCBOTe7589i3ahUOrV+P4txchMXGKstj71aOb/WtrkanffuQtmMHorKz7R4vsTMiBkQUXIKq6ir86e0/obi0GO2T2jd5rqSuBP8o/IfNQgn3Dlf2wYMCBsG73htZF7NwseAiUtulYtK4SSojwF0CxFWgGCAuMwDp4Lp12LdmDQqzspS9cXRycqsaDQ3EnD+vREGHgwfhq9PZNV5iJ155BXjhhRZPmblwJub9NA99u/U1ee6z4s9wXnfeqhCSfJIwNHAo+vn3g+xWzLyYibzCPOVxcPWIqzH+ivEmExQJcXYoBohLUZKfj0MbNqjygWQNxJ8gtl07NRSptcj8g9S9e9HxwAFOSnQ1BgwAdu9u8ZS9R/bi9Y9eV537Af5Nt6puqtiEnyp+avO39YMf+gT0wZCAIUj2TYauVocL2RdQWFyI5IRkXD3yalw55ErVKEiIK0IxQFyS8pISHN28Gbt/+gkXT5+Gl48PopKSEBwe3qb6bEhBgRIFnQ4cQGROjl1jJjbi5Emgc9MZBMZIvX7qW1PVbfOmvcLaQvyz6J9tGiA0OGAw+gX0U9bGNboaZGRloKSsRL33NaOuwejBo5WBECGuDMUAcWmqKipwctcuHFy/HucOHUJlaSnCY2NVs2FbSghCRE4OOu7fj44HDyKsoMBuMRMr+b//A557rsVTvvz+SyxatQh9uvUxee6Tok+QWZt5ydf6whd9/PtgcOBgtPNtEBPVNdVqEFJZRRk6JHVQ2wRHDRrFbYLEbaAYIG6B/BqLo+GxbdtweONGFGZnq9KB9BUEhTb1qm8NMRkZaHf4MJJPnGDjoTMQGQlMnAjceiswYQJwGfvqXQd34c1P3kSXjl3g79e0hLS+Yj1WVawymwUYGDAQ/f37I9A7UD1WXlGOCzkXlGtgakqq8gkYOWAkQkPa/jtFiDNDMUDcjvLiYpzYuVM1HF44dgzVlZUIi4lBeFwcfC1wfQsqLlaiIOnECSSmp8O/qsoucZOfkQ+lnIgI1IwejXZPPQWMHQu04d+urLxMlQokrZ8cn9zkubzaPHxQ9EHjvIDe/r3VEesTqx6rq6tDbkEucvJylE9Al/ZdcNWIqzBiwAgTZ0NC3AWKAeLWVsciBmRSolgeF+p7AqSMIOKgrWUEgwVy3NmzShzIIaUF7iC3DWUREchKTUVW587qOJebi/CYGNz7xhsWibjP5nyGpeuXok+aaalga+VWpPqmIt43vvEx6TGQLIAIidioWAzpO0RlAXp26QlfC35XCHElKAaIxzgbSk+B9Bek796tjIy8vL1VtkCEQatsjy+xMyH23DklEGLPn1flBW5bbB1l4eHIa9cOWZ06IbtzZ5TENO3EryovR15GBiZPm4Z2PXq0+f237duGt/77FrqldoOfr3kxIVkA2RYo0w5lwRePgDFDx2Bwn8GIi46z+P+NEFeDYoB4HKWFhTh78KDKFpw5cACl+fnw8fNDaHS0molgyVWoceYgOjMTcefOKZEgR3BpKTydqsBA5KekIC85GXlym5KCykv0ctTV1qotpCLY6nQ6TPzd79BXygRtpKS0BH98+49qwRcPAGMkCyD+AKVlpWo74ODegzFy4Ej06tKLA4SIR0IxQDwacTUUQSAZg4yjR5UwkMUjKDxcZQzEx8BaK9mA8nJEZGerrYtyROhv3dEmuc7LC2VRUSiOiUFxbCzyk5LUwl8aHX3J18hHUHVFBUoLClAmI6nr6xEaGamyAakDB6LHiBEICLasVv/x1x9jxaYV6J3WWwkAcQgUb4BA/0C0T27fkAXoPRgJsQlW/F8T4vpQDBCiRxaizBMncP7oUVVKEKdDSVVL1kCEgbgeWpM1aE5wYWGDOLh4EaEFBQgpLERoYaG69amthbMiHxhVwcFqgS+KjVXpfcPiL4/VtcIquqa6GmUFBUoA1NbUwD8wUP2MO/TujQ59+ighIP0C1rJ592a88793lOCQXQXSTDi031DlTtitUzdmAQjRQzFAyCWaDy+ePYvM48dxev9+lTUoKyxUWQMRBMEREeqQRczmQ2jq6xFYVobg4uLGI6ikRPUn+FdWqsNPfyuPydc+dXUWf7tab2/o/P2bHJUhIagIDVWp/PKwMFSGhan7FfJ1aGirFvzmi39FcbH6GUoWwNvXF2FRUUju1k0JgMTOnRHXsSP8bOzlL6UC8RyQUoBBAHBeACGmUAwQ0so+g5zTp5F77pwSBlnp6SqTUFNZqYYmBYWFKXEQGBpqcTOiNfjU1ChR4F1XJ3/USlDI13LrZTj0gqHW1/fnhd/PD/VtXNgvR61Opxo2ZfGvLClRAkqyK8FhYYhp3x6p/fohoXNnJQAs8YAghNgeigFCLHQ+FGEghwiD80eOqIY3cUAUJFvgHxKieg7k8A8KcrsxtvLRIWJIfhZSTpH/d0n5ixgKDAtTaf+UtDTEd+qEmJQUZQAlpRZ3+zkQ4g5QDBBio7KC9BjIdMWinBzkXbiA7PR01aBYWVamFk35UxNvA//gYFVe8AsMVLfilOisC6TELFf61foFX26ry8vV43LI/4M090lmJKFTJ3W1H52SohZ/8XPQIktCCGk7FAOE2BERAmKNLIZHSiScP6/2zkvjnDgjyuKqq65WYkD+EGXx9AsIUGl1EQ5ySH1d+hS8Dfd9fCxaZNUCXlentu7VGW5ra9XVvNT0JQ5dVZW6VefrX6cEjH7Rl5kPce3bIzIxscHVMTZWNfpJiYQLPyGuC8UAIRpQU1Wleg5EFJQXFSkLZTmk1FB88aL6WoSELNRyZd78ECSXIH+8hqyC/Cmrr+S+4c/a6DnVR+Djo8yWfERQyNc+PkpoiAAJiYhAaExMw86JiAh1tS81fUM/hCz6ch4hxP2gGCDEmWvyVVUqg2Cozcut4b6IAsMiL1f6hq8NKXzJAsiCL2UIWfDVbbOvJQMREBSEgJAQJRAIIZ4JxQAhhBDi4bDIRwghhHg4FAOEEEKIh0MxQAghhHg4FAOEEEKIh0MxQAghhHg4FAOEEEKIh0MxQAghhHg4FAOEEEKIh0MxQAghhHg4FAOEEEKIh0MxQAghhHg4FAOEEEKIh0MxQAghhHg4FAOEEEKIh0MxQAghhHg4FAOEEEKIh0MxQAghhHg4FAOEEEKIh0MxQAghhHg4FAOEEEIIPJv/D0FqydpuFtb9AAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 104
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
